diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 19964196b99d72e75e7441f20e8c0decfe68d2dc..f3345d4495977a7b23dc2c3994998f9c29938f97 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": "20260508T000035Z", - "generated_at": "2026-05-08T00:10:09Z", + "snapshot_id": "20260508T060024Z", + "generated_at": "2026-05-08T06:10:54Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1426,7 +1426,7 @@ "cluster_id": "cluster-43824-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 43824, "canonical_pr_number": 43836, "issue_numbers": [ @@ -1437,7 +1437,8 @@ 43842 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -1683,6 +1684,58 @@ } ] }, + { + "cluster_id": "cluster-44001-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44002, + "issue_numbers": [], + "pr_numbers": [ + 44001, + 44002, + 44004 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44001, + "right_pr_number": 44002, + "code_similarity": 0.175, + "size_similarity": 0.595, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.375, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44001, + "right_pr_number": 44004, + "code_similarity": 0.087, + "size_similarity": 0.237, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.262, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44002, + "right_pr_number": 44004, + "code_similarity": 0.125, + "size_similarity": 0.398, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.304, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -1957,85 +2010,6 @@ ] } ] - }, - { - "cluster_id": "cluster-44646-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44646, - "issue_numbers": [], - "pr_numbers": [ - 44646, - 45824 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44646, - "right_pr_number": 45824, - "code_similarity": 0.216, - "size_similarity": 0.2, - "file_overlap": 0.2, - "area_overlap": 0.0, - "patch_similarity": 0.771, - "shared_filenames": [ - "src/transformers/models/qwen3_5/modeling_qwen3_5.py", - "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/qwen3_5/modeling_qwen3_5.py", - "left_ranges": [ - [ - 1473, - 1479 - ], - [ - 1496, - 1502 - ] - ], - "right_ranges": [ - [ - 1407, - 1413 - ], - [ - 1430, - 1436 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py", - "left_ranges": [ - [ - 1162, - 1168 - ], - [ - 1185, - 1191 - ] - ], - "right_ranges": [ - [ - 1170, - 1176 - ], - [ - 1193, - 1199 - ] - ] - } - ] - } - ] } ], "duplicate_issues": [], @@ -2083,7 +2057,7 @@ 43842 ], "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-43979-11", @@ -2103,22 +2077,23 @@ "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-44018-2", - "canonical_pr_number": 44068, + "cluster_id": "cluster-44001-3", + "canonical_pr_number": 44002, "duplicate_pr_numbers": [ - 44018 + 44001, + 44004 ], "target_issue_number": null, - "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-44001-3 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-44646-2", - "canonical_pr_number": 44646, + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, "duplicate_pr_numbers": [ - 45824 + 44018 ], "target_issue_number": null, - "reason": "PRs in cluster-44646-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-45081-3", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 15d7d5ee135e822a55d02db2c34da4bd0e7f275b..1ab873b5f8996120f8337599c84b546306cb89b1 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260508T000035Z", - "generated_at": "2026-05-08T00:10:09Z", + "snapshot_id": "20260508T060024Z", + "generated_at": "2026-05-08T06:10:54Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -26,12 +26,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "c35d68a50970be7b7449ec8aaec6608c70e3dc8de784d544a6cb3fdf3ea0c9e0", + "prepared_review_unit_hash": "3221956896f07db0db30c428630f03850b825467e08522311bf58de4198a6639", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -39,7 +39,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is loose: one issue is about Tapas tokenization internals, while the other two are about model loading/download failures. Even the two model-loading issues do not clearly describe the same underlying bug, so I would not merge any pair.", - "confidence": 0.62, - "canonical_issue_reason": "issue:16618 is the broadest and most central-looking report in the cluster, with the most discussion activity and a generic model-loading failure title that best represents the shared theme of the cluster.", + "summary": "All three issues appear to be separate: one about Tapas tokenization, one about a private-model authentication/download error, and one about a generic model-load failure. The only mild overlap is between the two model-loading issues, but the titles point to different underlying causes, so I would not merge them as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #16618 is the broadest and most central of the set, covering a generic model-loading failure, so it is the best single representative if a canonical issue is needed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the best single representative because it is the most general of the three and closest to the common model-loading/download complaint, though the cluster is not truly cohesive.", + "best_issue_reason": "#16618 is the most general and likely to attract/aggregate related reports about model loading, making it the best issue to keep as the cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization behavior is a different subsystem and a different kind of bug than a failure to load bert-base-uncased; they do not look like the same underlying issue." + "reason": "Tapas tokenization mismatch is a different problem from failing to load bert-base-uncased; they do not look like the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve loading/downloading models, but one is specifically about a bad auth error message for private models and the other is a generic inability to load a public model; the concrete failure mode is not the same." + "reason": "One is specifically about unauthorized access to a private model, while the other is a generic load failure for a public model; the causes are distinct." } ] }, @@ -87,7 +87,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:24643", "issue:30277", @@ -211,421 +211,451 @@ "issue:41093|issue:41762", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "d1423407a902ab6ca3f2268005e59dd648d0556914443bb7fb951f9b18f1ef46", + "prepared_review_unit_hash": "8cb3c5857230e72b115d9816ff6c8e0f49222d8241f23b056296c4767d1af142", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 71, - "serialized_chars": 48871, - "estimated_input_tokens": 12218, - "estimated_eval_tokens": 24692 + "serialized_chars": 48868, + "estimated_input_tokens": 12217, + "estimated_eval_tokens": 24690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous. The only well-supported duplicate pocket is the DeepSpeed ZeRO-3/BERT loading crash between issue:43596 and issue:43638; the broader mask/tensor-shape IndexError links are weaker and not strong enough to call a duplicate cluster.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43596 is the cleanest canonical anchor for the ZeRO-3 BERT loading crash: it has the exact index-out-of-bounds failure and a near-verbatim follow-up in issue:43638.", + "summary": "This cluster is mostly noisy and spans unrelated model/runtime/docs bugs; only the DeepSpeed ZeRO-3 index-0-out-of-bounds reports around Bert/Gemma3 look like true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest and most central ZeRO-3 index-0-out-of-bounds report, and it links to the only true duplicate chain in this set (issue:41762 and issue:43638).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best overall representative because it is concrete, reproducible, and has the strongest duplicate evidence in the packet.", + "best_issue_reason": "issue:43596 is the best representative issue for the only coherent duplicate subgroup here: the ZeRO-3 init/load failure with index 0 out of bounds / size 0.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Same family name (Qwen3.5), but the failures are a config-attribute crash vs a streaming API failure." + "reason": "Different Qwen3.5 bugs: config attribute missing vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backend/runtime problems: AMD GPU device support vs an MPS histogram-op issue." + "reason": "Different model/backend problems: AMD GPU failure vs MPS histogram op error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both are model/runtime bugs, but they hit different code paths and have different symptoms." + "reason": "Different bugs: image preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch is a different failure than the AMD GPU-specific error." + "reason": "Different model/runtime failures; only broad MoE relevance overlaps." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and different failure modes; no shared concrete bug." + "reason": "Different models and failure modes; not the same code-path bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Both are model-load/runtime issues, but the actual error paths do not line up." + "reason": "Different model-specific runtime errors." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated code paths." + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure and FineGrainedFP8 loading failure are different bugs." + "reason": "ONNX export bug vs FP8 config failure are different issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different model families and different runtime failures." + "reason": "Different paths: export error vs auto device-map CUDA assert." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs edits, but they target different removed APIs and are not the same change." + "reason": "Both are docs cleanup issues, but they cover different removed references." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ModernBERT export and GenerationMixin import failure are unrelated." + "reason": "ONNX export error and GenerationMixin import error are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape IndexError and Gemma4 device-map mismatch are different failures." + "reason": "Mask-shape IndexError vs device_map auto device mismatch are different bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-style reports, but the model context and failure signatures differ too much." + "reason": "Different failure signatures; one is ZeRO-3 index-out-of-bounds, the other is mask-shape mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3 BERT loading crash vs generic mask/tensor-shape mismatch is not the same bug." + "reason": "Same as above: ZeRO-3 index-out-of-bounds vs a different shape-mismatch error." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Generic mask-shape IndexError and GPT-OSS tensor-parallel failure are different code paths." + "reason": "Different problems: mask/index shape error vs TP not working on GPT-OSS MoE." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "The errors and model paths differ; this is not a clear duplicate." + "reason": "Different runtime bugs with different code paths and symptoms." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset and ModernBERT export are unrelated." + "reason": "Processor voice_preset bug is unrelated to ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention DeepSpeed, but one is a collective mismatch and the other is a loading index error." + "reason": "Different DeepSpeed failures; collective mismatch is not the same as ZeRO-3 index-out-of-bounds." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Near-verbatim ZeRO-3/BERT loading crash with the same index-out-of-bounds failure." + "reason": "Same ZeRO-3 index-0-out-of-bounds / size-0 failure during model load/init; only the model differs." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization and LoRA merge/save-load mismatch are different bugs." + "reason": "Detokenization regression and LoRA save/load mismatch are different bugs." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy invocation is unrelated to the GPT-OSS tensor-parallel issue." + "reason": "Liger Kernel cross_entropy call issue vs GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime failures with no shared concrete fix." + "reason": "NVFP4 model error vs LoRA merge/save inconsistency are different." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation and mask-shape mismatch are unrelated." + "reason": "FSDP checkpointing tensor-size mismatch is a different bug from the mask-shape IndexError." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are distributed-training errors, but the concrete failures are different." + "reason": "Both involve DeepSpeed, but the concrete errors and code paths differ." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT loading crash and GPT-OSS tensor-parallel issue are different bugs." + "reason": "ZeRO-3 loading failure is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch and trainer signature change are unrelated." - }, - { - "left": "issue:43596", - "right": "issue:45161", - "accept": false, - "reason": "Different models and different failure modes." + "reason": "Activation-checkpointing/FSDP mismatch and custom trainer kwarg breakage are unrelated." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Image-preprocessor dtype mismatch and invalid method calls in GraniteMoEHybrid are not the same bug." + "reason": "Different model-specific bugs: dtype mismatch vs invalid method call." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Both mention sliding-window behavior, but the missing config field and tokenizer-patch crash are different issues." + "reason": "Gemma3 config/vLLM sliding_window issue is unrelated to the Mistral tokenizer regex crash." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and tensor-parallel routing failure are unrelated." + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch compatibility issue vs NVFP4 model runtime error." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Qwen3.5 embedding unpacking and GPT-OSS tensor-parallel issues are different code paths." + "reason": "TRL SFT trainer embedding unpacking bug is unrelated to GPT-OSS TP failure." }, { - "left": "issue:41762", - "right": "issue:43638", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Same broad ZeRO-3 loading symptom, but different model context and no strong evidence of one bug." + "reason": "Different training/device bugs with no shared concrete failure." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they cover different removed commands/API references." + "reason": "Both are docs issues, but they refer to different removed features." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model-specific problems with no shared failure." + "reason": "Different model/runtime failures; dtype mismatch vs video StopIteration." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram-op support are unrelated." + "reason": "Different bugs: autocast dtype mismatch vs MPS histogram implementation gap." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl video StopIteration and MPS histogram error are different bugs." + "reason": "Video StopIteration and MPS histogram error are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross-entropy and autocast dtype mismatch are different issues." + "reason": "Different failures despite both touching model execution." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer keyword-arg change are unrelated." + "reason": "DeepSpeed collective mismatch and trainer signature change are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing/FSDP mismatch and GenerationMixin import failure are unrelated." + "reason": "FSDP activation-checkpointing mismatch is unrelated to the import error." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different subsystems and different error classes." + "reason": "Liger Kernel cross_entropy issue is unrelated to mask-shape IndexError." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different docs topics; not the same change." + "reason": "Both are docs, but they cover different deprecated fields/commands." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3 loading crashes, but the models and failure context differ too much to merge as one bug." + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds / size-0 failure during model loading; only the model differs." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model/config failures." + "reason": "Different model/runtime bugs: Gemma3 sliding-window config vs Qwen3 auto device-map assert." }, { "left": "issue:44841", - "right": "issue:45823", + "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device-map mismatch are unrelated." + "reason": "Processor failure for Voxtral is unrelated to the template compilation error." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:45800", + "right": "issue:45823", "accept": false, - "reason": "Liger Kernel cross-entropy and Qwen3-vl video StopIteration are unrelated." + "reason": "Torch/transformers incompatibility is unrelated to Gemma4 device-map mismatch." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH load failure are distinct problems." + "reason": "Corrupted checkpoint and model-loading implementation bug are not the same underlying issue." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7 loading test failure and Ovis2 checkpoint corruption are not the same bug." + "reason": "Unit-test load failure for GLM-4.7 differs from Ovis2 checkpoint corruption." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both touch sliding_window concepts, but the models and missing fields differ." + "reason": "Both mention sliding_window, but they involve different models and error contexts." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "The generic mask-shape IndexError is a different failure from the ZeRO-3 BERT loading crash." + "reason": "Mask/tensor shape mismatch and ZeRO-3 index-out-of-bounds are different failures." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch compatibility and pydantic PretrainedConfig breakage are unrelated." + "reason": "Torch incompatibility and pydantic PretrainedConfig breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 BERT loading and torch/transformers incompatibility are different issues." + "reason": "ZeRO-3 model-load failure is unrelated to the torch 2.4.1/transformers 5.8.0 incompatibility." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat, but one is a chat crash and the other is a streaming inference API failure." + "reason": "Both are Qwen3.5/chat-related, but one is a chat crash and the other is a streaming API failure." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load failure and pydantic model breakage are unrelated." + "reason": "Whisper load failure and pydantic PretrainedConfig issue are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral weight tying and Ovis2 checkpoint corruption are different bugs." + "reason": "Mistral3 lm_head tying bug is unrelated to Ovis2 checkpoint corruption." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Sliding-window config issue and Gemma4 device mismatch are unrelated." + "reason": "Gemma3 sliding_window_pattern and Gemma4 device-map mismatch are different bugs." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "Qwen3.5 streaming failure and MPS histogram-op error are unrelated." + "reason": "Different multimodal model failures: processor bug vs device-map mismatch." }, { "left": "issue:43541", - "right": "issue:45685", + "right": "issue:43716", "accept": false, - "reason": "Torch-dynamo grouped_mm tracing failure and MPS histogram-op issue are different code paths." + "reason": "Mixtral grouped_mm tracing error is unrelated to the image preprocessor dtype mismatch." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are not the same bug." + "reason": "Different runtime bugs: grouped_mm tracing vs autocast dtype mismatch." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and symptoms; not the same bug." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error and sliding_window_pattern attribute error are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." }, { - "left": "issue:44841", - "right": "issue:45084", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "Processor failure and template-node compile error do not look like the same issue." + "reason": "Liger Kernel cross_entropy issue and video StopIteration are unrelated." }, { - "left": "issue:41093", - "right": "issue:41762", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "Both are IndexError-style loading failures, but the error messages and models differ." + "reason": "Different model/runtime errors with no shared concrete code path." }, { - "left": "issue:45800", - "right": "issue:45823", + "left": "issue:43716", + "right": "issue:44292", "accept": false, - "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are unrelated." + "reason": "Different model-specific failures: dtype mismatch vs NVFP4 runtime error." }, { - "left": "issue:44805", + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat failure and MPS histogram issue are unrelated." + }, + { + "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Mask-shape mismatch and Qwen3.5 embedding unpacking are different bugs." + "reason": "Liger Kernel cross_entropy bug is unrelated to the Qwen3.5 SFT trainer issue." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend bugs." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing and MPS histogram error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different bugs and code paths." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The ZeRO-3/BERT duplicate call on issue:43596 and issue:43638 is well grounded and conservative. However, the summary overstates the evidence by claiming a second 'clear duplicate pocket' for the generic mask/tensor-shape IndexError pair; the packet does not support that as clearly as the ZeRO-3 pair, and your own verdicts mostly reject those links. Tighten the summary to only the supported duplicate pocket(s)." + "accept": true, + "feedback": "The cluster summary is well grounded in the packet, and the soft-edge verdicts stay conservative overall. The accepted ZeRO-3 pairs are supported by closely matching index-0-out-of-bounds / size-0 load/init failures, while the other rejections avoid overstating similarity despite some broad topical overlap." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -638,10 +668,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:39186", "issue:39692", @@ -713,8 +743,8 @@ "issue:43645|issue:45399", "issue:40990|issue:44960", "issue:44530|issue:45005", - "issue:42915|issue:45399", "issue:44360|issue:44512", + "issue:42915|issue:45399", "issue:44863|issue:45005", "issue:43873|issue:45005", "issue:39186|issue:44918", @@ -728,20 +758,20 @@ "issue:43828|issue:44928", "issue:43866|issue:44403" ], - "prepared_review_unit_hash": "e3b6cc8294b38ebe421505a8dade73696ca336a689f5ba0153245817ae762c2c", + "prepared_review_unit_hash": "c859688ab53f908d17f6330d44859139e0d9151a23fd41f1f1dc159eb582b805", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37470, + "serialized_chars": 37472, "estimated_input_tokens": 9368, "estimated_eval_tokens": 18992 }, @@ -750,222 +780,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues. The only clear duplicate-like subgroup is the v5 non-persistent-buffer corruption regression; the rest are superficial similarities across different models, APIs, or failure modes.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the cluster is mostly heterogeneous; only the non-persistent-buffer regression subgroup is truly duplicate-like.", + "summary": "Only one strong duplicate cluster stands out: the Transformers v5 non-persistent-buffer corruption reports. The rest of the items appear to be separate model- or API-specific bugs.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43950 is the clearest statement of the shared v5 regression: it names the non-persistent-buffer corruption directly and describes the affected load path (`from_pretrained`).", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the clearest representative of the real duplicate subgroup around v5 non-persistent buffer corruption.", + "best_issue_reason": "issue:43950 is the best representative of the duplicate cluster because it is the most explicit about the root problem and is broad enough to cover the near-identical follow-ups.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different models and problems: PaddleOCR-VL loading in vLLM vs gpt-oss GGUF support." + "reason": "Different problems: PaddleOCR-VL loading in vLLM vs GGUF support for gpt-oss." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "A missing config field regression is not the same as the pydantic PretrainedConfig field breakage." + "reason": "Both involve configs, but one is a missing StableLm field and the other is a broader pydantic/PretrainedConfig regression." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different issues: int4 memory/OOM behavior vs tied-weights handling in translation models." + "reason": "Unrelated symptoms: int4 quantization memory/OOM vs tied-weights behavior in translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE, but one is a grouped_mm tracing error and the other is tensor-parallel support." + "reason": "Different code paths: torch dynamo grouped_mm tracing vs GPT-OSS tensor-parallel support." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE is unrelated to Qwen3.5 streaming chat/completions failure." + "reason": "Different failures and models: autocast dtype mismatch vs streaming chat/completions inference error." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError is a different loading-path bug than the pydantic config regression." + "reason": "`init_empty_weights` argument handling is unrelated to the pydantic `PretrainedConfig` field regression." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage is broader and different from the torch 2.4.1 / transformers 5.8.0 incompatibility." + "reason": "One is remote-code model breakage; the other is a torch/transformers version incompatibility." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming inference are unrelated." + "reason": "GGUF gpt-oss architecture support is unrelated to Qwen3.5 streaming failures." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic issue." + "reason": "Sliding-window behavior in Qwen3-MoE is not the same as the config/pydantic regression." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing errors do not match the Float8 storage lookup failure." + "reason": "Tracing grouped_mm errors and missing Float8 storage are distinct runtime failures." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but they arise from different tensor shapes and initialization paths." + "reason": "Mask-shape mismatch in indexing is unrelated to the zero3/BertModel empty-index crash." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one reports poor text embeddings while the other reports bad AutoModel/pipeline outputs." + "reason": "Both mention SigLIP2, but one is a quality/embedding complaint and the other is a pipeline/AutoModel correctness bug; not clearly the same defect." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." + "reason": "Undefined tf backend from tensorboard-only install is unrelated to torch/transformers incompatibility." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch is a different path from Qwen3.5 embedding unpacking with TRL SFT." + "reason": "Different models and issues: image-preprocessor dtype mismatch vs Qwen3.5 embedding unpacking with TRL." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5/TRL embedding unpacking and an MPS histogram int error in MoE are unrelated." + "reason": "TRL embedding unpacking failure is unrelated to the MPS `histogram_mps` integer error." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both touch custom-module loading, but one is a cache-path collision and the other is saving/loading the wrong module after save_pretrained." + "reason": "Both involve custom/loading paths, but one is a trust_remote_code cache-key collision and the other is wrong module loading after save_pretrained; not clearly the same bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Untied lm_head in Mistral3 is a distinct bug from translation-model tied-weight handling." + "reason": "Both touch weight tying, but the affected models and failure modes are too different to treat as one duplicate." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn2 fallback gating are unrelated issues." + "reason": "Notebook/custom-model initialization behavior is unrelated to the flash-attn2 fallback gating problem." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific reports." + "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are unrelated model-specific reports." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache invalid group type is unrelated to tied-weight regressions." + "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is not the same as the tied-weights regression." }, { - "left": "issue:42915", - "right": "issue:45399", + "left": "issue:44360", + "right": "issue:44512", "accept": false, - "reason": "Qwen3-MoE FP8 failure and flash-attn2 fallback checks are different code paths." + "reason": "A DSA indexer discussion is unrelated to docs still mentioning a removed command." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:42915", + "right": "issue:45399", "accept": false, - "reason": "A DSA indexer math bug is unrelated to a documentation typo." + "reason": "Qwen3MoE FP8 failure and flash-attn2 fallback checks are separate issues." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is not the same as translation-model tied weights." + "reason": "NemotronH checkpoint loading failure is unrelated to tied weights in translation models." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weight issues." + "reason": "Quantization offloading behavior is not the same as tied-weights handling." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality failure and Qwen3.5 embedding unpacking are different failure modes." + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is unrelated to removed docs command text." + "reason": "A cache-strategy typo is unrelated to docs referencing a removed run command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5/TRL embedding unpacking and GraniteMoEHybrid invalid-method calls do not share the same bug." + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and init_empty_weights TypeError are different regressions." + "reason": "Detokenization in v5 and an `_is_hf_initialized` init-empty-weights TypeError are separate bugs." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same v5 regression where non-persistent buffers are filled/corrupted during loading." + "reason": "Same underlying v5 regression: non-persistent buffers are being mishandled/corrupted during loading." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying v5 non-persistent-buffer corruption bug, with 43950 giving the from_pretrained-specific manifestation." + "reason": "Both report the same non-persistent-buffer corruption regression in Transformers 5.x." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Init-empty-weights TypeError is unrelated to GraniteMoEHybrid invalid method calls." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs-example errors and SigLIP2 embedding quality regressions are not the same concrete bug." + "reason": "SigLIP2 docs example errors and SigLIP2 embedding quality complaints are related by model name only, not clearly the same bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to the Qwen3.5 RLHF NaN / SDPA fallback issue." + "reason": "Different failure modes and models: dtype mismatch under autocast vs RLHF NaN/explosion from 3D position_ids." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "A corrupted checkpoint and a generic noisy-load complaint are not the same underlying issue." + "reason": "Corrupted Ovis2 checkpoint is unrelated to generic loading noise." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edges are the tightly aligned non-persistent-buffer v5 regression issues (43644/43950/44534), which is supported by the titles and the issue descriptions. The rest of the cluster is appropriately treated as heterogeneous, and the rejected pairwise links are phrased cautiously rather than overstating duplicates." + "feedback": "The summary is well grounded in the packet. The identified duplicate cluster around the Transformers v5 non-persistent-buffer regression is supported by the issue titles and the accepted soft-edge pairs are conservative. The rejected pairs also look appropriately cautious; I don\u2019t see evidence of overstating duplicates or conflating distinct bugs." }, "evaluator_used": true, "retried": false, @@ -984,7 +1014,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:36331", "issue:38175", @@ -1046,11 +1076,11 @@ "issue:42947|issue:44387", "issue:44403|issue:44451", "issue:43643|issue:45020", - "issue:43054|issue:43493", "issue:43975|issue:45520", + "issue:43054|issue:43493", "issue:43975|issue:45237", - "issue:44403|issue:44488", "issue:43881|issue:43883", + "issue:44403|issue:44488", "issue:42947|issue:43856", "issue:42491|issue:44368", "issue:41762|issue:42915", @@ -1058,8 +1088,8 @@ "issue:43975|issue:44451", "issue:45020|issue:45823", "issue:43824|issue:43872", - "issue:44661|issue:45020", "issue:44991|issue:45399", + "issue:44661|issue:45020", "issue:43828|issue:45823", "issue:45020|issue:45356", "issue:43782|issue:44960", @@ -1072,14 +1102,14 @@ "issue:43638|issue:45823", "issue:43257|issue:43866" ], - "prepared_review_unit_hash": "d6e0745584b176e16ff7519814165fd50d4b17d7ebeb286bc3664e68cfc947fa", + "prepared_review_unit_hash": "f88c45918275d9ae063409141bc79fd0ee3fbb31f6ce1b1d818cf41a9b21c6a5", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, @@ -1094,216 +1124,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a heterogeneous cluster of loading/regression/model-specific issues, with only a few likely duplicates: remote_code config loading, SigLIP2 implementation mismatch, and v5 docs cleanup.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45020 is the broadest open issue and the best umbrella for the remote_code loading regressions; the rest are either narrower manifestations or unrelated.", + "summary": "Mostly a heterogeneous set of unrelated Transformers issues. Two soft duplicates stand out: the SigLIP2 quality/regression reports and the Whisper/fbank loading/runtime reports. Everything else looks like separate bugs or broader adjacent regressions rather than the same underlying change.", + "confidence": 0.79, + "canonical_issue_reason": "No single issue cleanly covers the whole cluster; if forced to anchor the set, issue 45020 is the broadest cross-model compatibility regression and best hub-like representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most central and reusable issue in the set: open, broad, and likely to subsume the closest related regression reports.", + "best_issue_reason": "Issue 45020 is the most general and cross-cutting loading/regression report in the set, so it is the most suitable representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failure modes: custom trainer API mismatch vs ZeRO-3 loading IndexError." + "reason": "Different failure modes: trainer API kwarg mismatch vs ZeRO-3 index error during model loading." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Import/export error for AutoImageProcessor is unrelated to torch/transformers version incompatibility." + "reason": "Import error for AutoImageProcessor is unrelated to torch/transformers version incompatibility." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Voxtral AutoTokenizer error and Molmo tied-weights error affect different code paths." + "reason": "Voxtral tokenizer error message and Molmo tied-weights attribute error are different code paths." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility and missing Float8 storage are separate backend issues." + "reason": "Both are quantization/storage-related errors, but they involve different dtype/back-end incompatibilities." }, { "left": "issue:38175", "right": "issue:43054", - "accept": false, - "reason": "Both are SigLIP2-related, but the reported symptoms are too different to confirm the same underlying bug." + "accept": true, + "reason": "Both are SigLIP2 output-quality regressions and likely the same underlying implementation mismatch." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to glm-4v-9b loading failure." + "reason": "Different models and different load-time failures; no shared concrete bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality issue is unrelated to generic tokenization changes." + "reason": "SigLIP2 embedding quality and general tokenization changes are not the same bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA inefficiency is not the same as int4 quantization reserved-memory OOM." + "reason": "LoRA gradient-checkpointing behavior is unrelated to int4 CUDA memory growth." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise/warnings are not the same as a specific model loading failure." + "reason": "Generic loading noise vs a specific model load failure; too broad to merge." }, { "left": "issue:43643", "right": "issue:45020", - "accept": true, - "reason": "43643 is a specific trust_remote_code/AutoConfig missing-fields regression; 45020 is the broader remote_code breakage umbrella." - }, - { - "left": "issue:43054", - "right": "issue:43493", - "accept": true, - "reason": "Both describe the SigLIP2 HF-vs-JAX implementation discrepancy leading to degraded outputs." + "accept": false, + "reason": "Remote-code field loss is one manifestation at most, but 45020 is a broader compatibility report, not the same concrete bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression is unrelated to a flash-attn import key error on Python 3.13." + "reason": "Tokenizer detokenization regression and flash-attn import utility error are unrelated." }, { - "left": "issue:43975", - "right": "issue:45237", + "left": "issue:43054", + "right": "issue:43493", "accept": false, - "reason": "Tokenizer behavior and AMD GPU runtime failure are unrelated." + "reason": "Same model family, but one is a quality complaint and the other is a direct HF-vs-JAX discrepancy report." }, { - "left": "issue:44403", - "right": "issue:44488", + "left": "issue:43975", + "right": "issue:45237", "accept": false, - "reason": "Loading noise/warnings are not the same as failing to load a specific BERT model." + "reason": "Tokenizer regression and AMD GPU runtime failure are unrelated." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "glm-4v loading failure and missing all_tied_weights_keys are distinct model-class problems." + "reason": "Model load failure vs missing all_tied_weights_keys attribute are different issues." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading, but they are separate model-specific problems." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing inefficiency and Qwen3 MoE training memory usage are related only at a very high level." + "reason": "PEFT gradient checkpointing and Qwen3 MoE memory usage are not the same bug." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Qwen3 MoE hf4.x/hf5.x compatibility differs from a tie_word_embeddings warning during LoRA fine-tuning." + "reason": "Both mention Qwen3 variants, but one is a cross-version LoRA incompatibility and the other is a tied-embeddings warning." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "ZeRO-3 loading IndexError and Qwen3 MOE FP8 conversion failure are separate issues." + "reason": "Different model families and different ZeRO/FP8 loading failures." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram support error is unrelated to Gemma4 device placement mismatch." + "reason": "MPS histogram limitation is unrelated to Gemma4 device-map mismatch." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Tokenizer detokenization regression does not match a model-loading failure." + "reason": "Different tokenizer/model-loading regressions with no shared concrete path." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "remote_code loading regressions are not the same as torch/transformers incompatibility." + "reason": "Remote-code breakage is not the same as a Gemma4 forward device mismatch." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Missing Qwen2_5_VL import and bitsandbytes Int8Params incompatibility are unrelated." + "reason": "Importing a model class and bitsandbytes int8 parameter construction are unrelated." }, { - "left": "issue:44661", - "right": "issue:45020", + "left": "issue:44991", + "right": "issue:45399", "accept": false, - "reason": "add-new-model-like/tokenizer mapping failure is not the same as remote_code loading breakage." + "reason": "Tokenizer load failure and flash-attn fallback gating are different subsystems." }, { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:44661", + "right": "issue:45020", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback blocking are different problems." + "reason": "add-new-model-like template generation failure is not the same as generic remote_code breakage." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "dtype mismatch under autocast is unrelated to Gemma4 PLE device mismatch." + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to Gemma4 device placement." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Kimi tokenizer codec regression is a different tokenizer bug than remote_code loading failures." + "reason": "Both are version regressions, but one is broad remote_code breakage and the other is a specific tokenizer/regex regression." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only error and GLM5 are different model-specific loading issues." + "reason": "Qwen3VL weight_only error and a GLM5 issue are different model-specific problems." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash is unrelated to flash-attn fallback gating." + "reason": "Tokenizer regex crash and flash-attn fallback checks are unrelated." }, { "left": "issue:43827", "right": "issue:44509", - "accept": true, - "reason": "Both report the same v5 docs cleanup: removed text2text-generation/summarization/translation pipeline references." + "accept": false, + "reason": "These are the same documentation theme, but not the same underlying code bug; both are docs references to removed pipelines." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying in Mistral3 and non-persistent buffer corruption are separate loading/model-state bugs." + "reason": "Tied lm_head weights and non-persistent buffer corruption are different implementation bugs." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "Whisper runtime failure and fbank feature-extraction issue are related only loosely; not enough to treat as the same bug." + "accept": true, + "reason": "Both point to the Whisper audio feature-extraction path; the generic run failure and the _torch_extract_fbank_features() issue look like the same underlying bug." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error is unrelated to flash-attn fallback blocking." + "reason": "MobileLLM load failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE + FP8/DeepSpeed loading failure is not the same as broad remote_code regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3 Bert training index error and Gemma4 forward device mismatch are different failure modes." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion and Ovis2 checkpoint corruption are unrelated." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and an Ovis2 checkpoint corruption report are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge decisions are appropriately conservative overall. The two accepted pairs are well supported by the issue titles/body-level descriptions, and the rejected pairs generally avoid overclaiming duplication where the evidence is only thematic." + "feedback": "The clustering is grounded in the packet and the summary stays conservative. The two accepted soft pairs are both plausible from the titles alone, and the rejected pairs generally avoid over-connecting unrelated failure modes. No mergeability issues apply since these are issue pairs, not PR pairs." }, "evaluator_used": true, "retried": false, @@ -1322,7 +1364,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:24643", "issue:30064", @@ -1337,6 +1379,7 @@ "issue:43366", "issue:43531", "issue:43550", + "issue:43632", "issue:43645", "issue:43646", "issue:43824", @@ -1357,12 +1400,10 @@ "issue:44661", "issue:44805", "issue:44863", - "issue:44877", "issue:44910", "issue:44918", "issue:44928", "issue:44991", - "issue:45030", "issue:45161", "issue:45305", "issue:45313", @@ -1371,12 +1412,13 @@ "issue:45584", "issue:45588", "issue:45663", - "issue:45823" + "issue:45823", + "issue:45834" ], "soft_pairs": [ "issue:43940|issue:45313", - "issue:45161|issue:45823", "issue:43872|issue:44291", + "issue:45161|issue:45823", "issue:41553|issue:44991", "issue:43854|issue:44863", "issue:42915|issue:43872", @@ -1391,6 +1433,7 @@ "issue:24643|issue:30064", "issue:43366|issue:43828", "issue:45663|issue:45823", + "issue:43950|issue:45834", "issue:43366|issue:43531", "issue:43550|issue:44910", "issue:43645|issue:43646", @@ -1400,246 +1443,232 @@ "issue:42617|issue:43366", "issue:43824|issue:43957", "issue:42915|issue:43957", - "issue:44661|issue:45823", + "issue:43632|issue:45834", "issue:36010|issue:42915", + "issue:44661|issue:45823", "issue:38175|issue:43994", - "issue:43646|issue:43950", - "issue:44155|issue:45584", - "issue:44877|issue:45030", - "issue:44560|issue:44805" + "issue:44155|issue:45584" ], - "prepared_review_unit_hash": "8015392b28eb5e07c19ae64e8ae9d987f50638ebd01011234165afaaaea24ba1", + "prepared_review_unit_hash": "9fe2f5e89861fd1570e134132cda3b36ae07695d30e6c8c7ae272ed4ed4e5436", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37759, - "estimated_input_tokens": 9440, - "estimated_eval_tokens": 19136 + "soft_pair_count": 32, + "serialized_chars": 37423, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated Transformer/model bugs. Only a few soft pairs look like true duplicates; most are same subsystem at best, but not the same concrete bug.", - "confidence": 0.89, - "canonical_issue_reason": "No single canonical issue: this set is a mix of unrelated bugs, with only a few small duplicate pairs.", + "summary": "Mostly a heterogeneous set of Transformers regressions and model-specific bugs, with a few true duplicate pairs around custom-model initialization, `_is_hf_initialized` handling, SigLIP2 inference output corruption, and a repeated mask/tensor shape mismatch. The rest look like separate issues, not safe duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the cleanest, broadest representative of the custom-model initialization regression; issue:43645 reads like the same bug with an added Jupyter-specific context.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest representative among the true duplicate pairs (general Transformers 5.0 custom model initialization regression).", + "best_issue_reason": "issue:43646 is the best single representative for the closest duplicate subgroup and has the most general title among the custom-model-init reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures, but they involve different Qwen variants and different failure descriptions; not clearly the same bug." - }, - { - "left": "issue:45161", - "right": "issue:45823", - "accept": false, - "reason": "Different models and different symptoms; only a vague MoE/runtime overlap." + "reason": "Both are DeepSpeed ZeRO-3 weight-loading problems, but they describe different concrete failures and different Qwen3 variants; too broad to merge." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` / `init_empty_weights` incompatibility with bitsandbytes; clearly the same underlying issue." + "reason": "Same underlying `_is_hf_initialized` kwarg regression during model loading; 43872 is a bitsandbytes symptom, 44291 is the generic init_empty_weights manifestation." + }, + { + "left": "issue:45161", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different code paths: tensor-parallel loading vs device_map-forward mismatch." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading problems, but the models and failure modes differ." + "reason": "Both are tokenizer-loading failures, but for different models and likely different tokenizer/config bugs." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different models and different loading failures; too broad to merge." + "reason": "Both are load failures, but on unrelated model architectures with no clear shared bug path." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Unrelated bugs: FineGrainedFP8Config on Qwen3MoE vs bitsandbytes constructor incompatibility." + "reason": "Different failures: Qwen3Moe FP8 config vs `_is_hf_initialized`/bitsandbytes kwarg handling." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different code paths and symptoms: RLHF NaNs from 3D position_ids vs flash-attention crash on `s_aux=None`." + "reason": "Different domains and symptoms: RLHF/3D position_ids versus flash-attention sink-less crash." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both touch DeepSpeed, but one is missing weight conversion and the other is gradient averaging with loss kwargs; not the same bug." + "reason": "Both involve DeepSpeed, but one is missing weight conversion and the other is gradient averaging; not the same bug." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Trainer API kwarg mismatch vs tensor mask shape mismatch are unrelated." + "reason": "Both are TypeError/IndexError reports, but they hit different APIs and failure mechanisms." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading issues, but they affect different tokenizers for different reasons." + "reason": "Same broad area of model loading, but different models and different reported errors." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes init compatibility is unrelated to CLIPTokenizer max_length handling." + "reason": "Unrelated bugs: bitsandbytes init kwarg error vs CLIPTokenizer max-length behavior." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different models and different failure modes; not the same bug." + "reason": "Different models and failures: Qwen3.5 cache/group-type crash vs NemotronH checkpoint loading." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same mask-shape mismatch error class; the later report is a restatement of the same underlying indexing bug." + "reason": "Same mask/tensor shape-mismatch IndexError pattern; the later issue appears to be the same underlying bug reported with generalized placeholders." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but one is a broad regression and the other is a StopIteration in Qwen3-vl-embedding; not clearly one bug." + "reason": "Both are video-related regressions, but they affect different model families and likely different preprocessing paths." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed weight-shape error vs image processor void segmentation-map failure are unrelated." + "reason": "Completely different subsystems: DeepSpeed training weight shape error vs image processor void-segmentation handling." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF/gpt-oss support request is unrelated to the Phi-tiny-MoE dtype mismatch." + "reason": "Different bugs: GGUF architecture support vs autocast dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4 issues, but one is an FSDP2 KeyError and the other is a device-map mismatch; different bugs." + "reason": "Both mention Gemma4, but one is an FSDP2 shared_kv_states bug and the other is a device_map device mismatch." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs long-OCR index error in Kosmos2.5." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Completely different areas: GGUF model architecture support vs Qwen3-MoE sliding-window behavior." + "reason": "Both touch Qwen3/GPT-OSS-adjacent model support, but the concrete problems are unrelated." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and different attention-path failures; not mergeable as one fix." + "reason": "Different model families and different failures: torch.compile/SDPA crash vs Flash Attention position_ids misinterpretation." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers 5.0 custom-model initialization regression; one report is just the notebook-specific variant." + "reason": "Same custom-model initialization regression in Transformers 5.0; 43645 just adds a notebook-specific scenario." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated: GGUF architecture support vs missing Float8 storage type." + "reason": "Unrelated issues: GGUF support for gpt-oss vs missing Float8 storage type." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope scaling are different bugs." + "reason": "Different bugs: buffer loading regression vs Qwen2.5-VL rope-index scaling on still images." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different problems: video StopIteration vs TRL SFT embedding unpacking." + "reason": "Both involve Qwen3.5/video or embeddings, but the symptoms and failure paths differ." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to GGUF/gpt-oss support." + "reason": "3d_parallel.py runtime failure is unrelated to gpt-oss GGUF support." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing model class vs meta-device loading regression are different issues." + "reason": "Different failure modes: missing Qwen2.5-VL import vs meta-device loading regressions." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different bugs and different mechanisms; only the general area overlaps." + "reason": "Different bugs in different areas: FP8/Qwen3Moe vs meta-device loading." }, { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:43632", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer-mapping constraint and Gemma4 device mismatch are unrelated." + "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Import path regression for GenerationMixin vs Qwen3MoE FineGrainedFP8 failure are unrelated." - }, - { - "left": "issue:38175", - "right": "issue:43994", - "accept": true, - "reason": "Same Siglip2 model symptom cluster; the later issue generalizes the bad output/zero-probability behavior." - }, - { - "left": "issue:43646", - "right": "issue:43950", - "accept": false, - "reason": "Custom-model initialization regression is unrelated to non-persistent buffer corruption." + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 loading failure are unrelated." }, { - "left": "issue:44155", - "right": "issue:45584", - "accept": false, - "reason": "AudioFlamingo3 batched leakage vs Whisper empty-transcription failure are different bugs." - }, - { - "left": "issue:44877", - "right": "issue:45030", + "left": "issue:44661", + "right": "issue:45823", "accept": false, - "reason": "Both involve stricter config validation, but on different models and different validation points." + "reason": "Tokenizer-mapping failure and Gemma4 device mismatch are separate bugs." }, { - "left": "issue:44560", - "right": "issue:44805", - "accept": false, - "reason": "Video StopIteration and mask-shape mismatch are unrelated." + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base model regression: one report says zero probabilities, the other says nonsensical outputs; likely the same broken inference behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering summary is grounded in the packet and stays conservative. The accepted soft pairs are well-supported by the titles/body context, and the rejected pairs appropriately avoid over-merging on generic subsystem similarity." + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The accepted duplicate pairs are supported by close titles/symptoms, and the rejections generally avoid forcing merges across clearly different model paths or failure modes. The summary matches the packet without overclaiming." }, "evaluator_used": true, "retried": false, @@ -1655,10 +1684,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:36010", "issue:38175", @@ -1683,20 +1712,20 @@ "issue:43931", "issue:43994", "issue:44075", - "issue:44164", - "issue:44291", "issue:44387", - "issue:44402", "issue:44451", "issue:44488", "issue:44534", + "issue:44560", "issue:44661", "issue:44756", "issue:44805", + "issue:44877", "issue:44910", "issue:44960", "issue:44977", "issue:44991", + "issue:45030", "issue:45276", "issue:45292", "issue:45313", @@ -1709,6 +1738,8 @@ "issue:45812" ], "soft_pairs": [ + "issue:44877|issue:45030", + "issue:44560|issue:44805", "issue:43638|issue:44661", "issue:43317|issue:44756", "issue:43596|issue:44661", @@ -1716,16 +1747,16 @@ "issue:38175|issue:39692", "issue:43644|issue:44534", "issue:45313|issue:45357", - "issue:44960|issue:44977", "issue:45488|issue:45812", + "issue:44960|issue:44977", "issue:44451|issue:44488", "issue:42491|issue:43720", "issue:43854|issue:43931", "issue:41720|issue:42915", "issue:42491|issue:45276", "issue:43708|issue:44075", - "issue:43856|issue:43873", "issue:43257|issue:43854", + "issue:43856|issue:43873", "issue:39692|issue:43994", "issue:42915|issue:44756", "issue:42491|issue:43931", @@ -1734,227 +1765,231 @@ "issue:44910|issue:45588", "issue:45362|issue:45406", "issue:42491|issue:45292", - "issue:45276|issue:45335", "issue:44488|issue:44991", "issue:36010|issue:39404", - "issue:43404|issue:43454", - "issue:44164|issue:44291", - "issue:44402|issue:44488" + "issue:45276|issue:45335", + "issue:43404|issue:43454" ], - "prepared_review_unit_hash": "48697defd0f039b5619d46ce2f56325891bf69d118932a6370c7b45445b7a1f4", + "prepared_review_unit_hash": "d6b8d5868a3fb0dbb0b2c858fcf67924f6143fc5331ff52ff4e1cf378fd441d8", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36488, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "serialized_chars": 36416, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous overall, but it does contain a couple of clear duplicate subclusters around Transformers v5 state-handling/token-embedding regressions. Most other pairs are only loosely similar and should stay separate.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 43644 is the strongest canonical issue here because it is a broad, generic report of a v5 regression in non-persistent buffer handling and has an almost exact duplicate in 44534.", + "summary": "This cluster is mostly a mix of unrelated transformer regressions, but there are a few clear duplicate mini-groups: non-persistent buffer junk in v5, BERT model loading failures, and resize_token_embeddings not propagating to output/token embeddings.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45276 is the best anchor for the resize_token_embeddings regression: it gives the clearest, broadest description of the shared failure mode, while 45335 is a narrower model-specific variant.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the best representative issue for the cluster\u2019s clearest duplicate theme: it is specific enough to be actionable, but generic enough to subsume the near-identical follow-up report.", + "best_issue_reason": "Issue 45276 is the strongest single issue to keep overall because it is the most general and actionable report among the related resize_token_embeddings cases.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation load failures, but they involve different models and different validation paths." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete bugs: Qwen3-VL video StopIteration vs a mask/tensor shape mismatch." + }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different failures: Deepspeed ZeRO-3/BertModel index error vs tokenizer-mapping failure when adding a new model-like entry." + "reason": "One is a DeepSpeed zero3/BertModel indexing failure; the other is an add-new-model-like tokenizer-mapping issue." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both involve loading/memory, but one is device-map dequantized-model offload and the other is Strix Halo mmap OOM; not the same bug." + "reason": "Offload/dequantized-model loading and Strix Halo mmap OOM are different problems." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Unrelated code paths: BertModel ZeRO-3 index error vs tokenizer-mapping failure in add-new-model-like." + "reason": "Different symptoms and code paths: zero3/BertModel init vs tokenizer-mapping registration." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping bug and mask-shape IndexError are different problems with no clear shared code path." + "reason": "Tokenizer-mapping registration and mask-shape mismatch are unrelated." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is a documentation/example error with quantization; not the same concrete bug." + "reason": "Same model family, but the bugs differ: zero probabilities vs docs example/model-processor mismatch and quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-exact duplicate reports of the same Transformers v5 non-persistent buffer junk regression." + "reason": "These describe the same v5 regression where non-persistent buffers are filled with junk." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different regressions: Qwen3.5 ZeRO-3 weight loading vs incorrect visual-encoder keys during save_pretrained." + "reason": "Different Qwen3.5 failures: zero3 language_model loading vs incorrect visual encoder keys in save_pretrained." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "Different models and symptoms; one is GLM5, the other is Qwen3.5 flash-attention generation behavior." + "reason": "Both are tokenizer regressions, but for different model families and different underlying mechanisms." }, { - "left": "issue:45488", - "right": "issue:45812", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Both are tokenizer regressions, but they describe different failure modes on different model families and do not look like one concrete bug." + "reason": "Different models and different flash-attention/generation failures." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both are model-loading failures, but the reports are for different models and lack evidence of the same underlying defect." + "accept": true, + "reason": "Both report the same loading regression for specific BERT checkpoints in the current version." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different subsystems: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." + "reason": "Different model families and different failure modes; not the same concrete bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and load failures; one is GLM-4.7-Flash unit-test loading, the other is Qwen3-VL weight-shape mismatch." + "reason": "Different models and different load errors (unit-test loading vs weight-shape mismatch)." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "One is auto device mapping causing CUDA assert, the other is FineGrainedFP8Config failure; not the same bug." + "reason": "Both involve Qwen3 MoE, but one is an auto device-map cuda assert and the other is a FineGrainedFP8Config failure." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE LoRA incompatibility and Gemma4 resize_token_embeddings propagation are unrelated." + "reason": "LoRA hf4.x/hf5.x incompatibility and resize_token_embeddings are unrelated bugs." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps logic and optimizer argument handling are separate issues." + "reason": "Trainer resume/max_steps logic and SGD optimizer args are separate issues." }, { - "left": "issue:43856", - "right": "issue:43873", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training memory efficiency and the other is quantization/offloading behavior; too broad to merge." + "reason": "Qwen3 MoE weight conversion/loading and GLM-4.7-Flash test loading are unrelated." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:43856", + "right": "issue:43873", "accept": false, - "reason": "Different load paths and models; Qwen3 MoE accelerate+deepspeed conversion is not the same as GLM-4.7-Flash loading." + "reason": "Both mention quantization/offloading, but one is a Qwen3 MoE memory issue and the other is a generic offloading bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a doc/example bug and the other is an inference-output regression; not the same concrete change." + "reason": "Related SigLIP2 area, but different bugs: documentation example errors vs nonsensical model outputs." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FineGrainedFP8Config failure and Strix Halo mmap OOM are unrelated." + "reason": "Different issues: FineGrainedFP8Config failure vs mmap/OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE LoRA incompatibility and Qwen3-VL weight-shape mismatch are different failures." + "reason": "Different model/version compatibility issue vs a separate weight-shape mismatch." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is training inefficiency and the other is int4 quantization OOM; not the same bug." + "reason": "Both are memory-related, but one is training efficiency and the other is int4 OOM from reserved CUDA memory." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are v5 regressions, but one is about non-persistent buffers and the other is Jupyter custom-model initialization; different problems." + "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are different regressions." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention bugs: packed-sequence misinterpretation vs s_aux=None AttributeError." + "reason": "Different flash-attention crashes with different root causes and model assumptions." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Unrelated model/runtime crashes: Qwen3.5 chat vs Gemma4Processor in transformers serve." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same resize_token_embeddings propagation bug; 45276 is a Gemma4-specific manifestation of the broader output_embeddings issue in 45292." + "reason": "Qwen3.5 chat crash and Gemma4Processor serve crash are unrelated." }, { - "left": "issue:44451", + "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model-loading complaints, but they concern different models and do not show the same underlying defect." + "reason": "Both are tokenizer-loading failures, but they affect different models and likely different code paths." }, { - "left": "issue:36010", - "right": "issue:39404", - "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same resize_token_embeddings regression where the updated embeddings are not propagated to model-specific submodules." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:42491", + "right": "issue:45292", "accept": false, - "reason": "Both mention lm_head tying, but they are different multimodal model implementations and not clearly the same code-path bug." + "reason": "LoRA qwen3_moe compatibility and output_embeddings resize behavior are different bugs." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:36010", + "right": "issue:39404", "accept": false, - "reason": "Save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized argument handling are different issues." + "reason": "Importing GenerationMixin and Whisper pipeline return_language are unrelated." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Tokenizer vocab mismatch and a separate model-loading failure for another BERT model are not the same concrete bug." + "reason": "Both are lm_head tying problems, but they affect different model classes and are not clearly the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only positive matches are well-supported by the titles/body themes: 43644\u219444534 and 45276\u219445292. The other soft-edge rejections stay conservative and do not overclaim equivalence. Canonical choice for 43644 is reasonable given the near-duplicate 44534." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted pairs are well supported by the issue titles, and the rejections generally avoid overclaiming when model family or symptom differs. The resize_token_embeddings anchor choice is also reasonable." }, "evaluator_used": true, "retried": false, @@ -1973,7 +2008,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:39404", "issue:39692", @@ -2001,6 +2036,7 @@ "issue:44402", "issue:44451", "issue:44479", + "issue:44488", "issue:44530", "issue:44589", "issue:44683", @@ -2010,7 +2046,6 @@ "issue:44912", "issue:44928", "issue:44960", - "issue:45084", "issue:45216", "issue:45276", "issue:45292", @@ -2025,9 +2060,11 @@ "issue:45823" ], "soft_pairs": [ - "issue:43335|issue:45663", - "issue:39692|issue:44960", + "issue:44164|issue:44291", + "issue:44402|issue:44488", "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:43335|issue:45663", "issue:42947|issue:45704", "issue:45663|issue:45759", "issue:43873|issue:44387", @@ -2037,14 +2074,14 @@ "issue:44291|issue:44756", "issue:44292|issue:44912", "issue:42947|issue:43381", - "issue:45276|issue:45292", "issue:45684|issue:45698", + "issue:45276|issue:45292", "issue:43381|issue:44928", "issue:44164|issue:44756", - "issue:45588|issue:45663", "issue:41720|issue:44155", - "issue:43646|issue:43708", + "issue:45588|issue:45663", "issue:44479|issue:44877", + "issue:43646|issue:43708", "issue:43854|issue:44960", "issue:43957|issue:44756", "issue:45292|issue:45335", @@ -2060,268 +2097,273 @@ "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:43425|issue:45823", - "issue:43931|issue:44863", - "issue:44530|issue:45084" + "issue:43931|issue:44863" ], - "prepared_review_unit_hash": "27b09cc9424b1a3478d1ce36fa8d7a0066337069bdc644191f9f25aa6201af15", + "prepared_review_unit_hash": "9aa4f6bbaba2523ca725c091f6a0d7a332e92e565f673f9f0deb88df78e747ab", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38763, - "estimated_input_tokens": 9691, - "estimated_eval_tokens": 19638 + "soft_pair_count": 38, + "serialized_chars": 39074, + "estimated_input_tokens": 9769, + "estimated_eval_tokens": 19794 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only the resize_token_embeddings family is well supported here: 45292 is the broad generic report, with 45276 and 45335 as the Gemma4 and T5Gemma manifestations. The rest of the cluster remains heterogeneous and is not supported as a duplicate family from this packet.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 45292 is the broadest confirmed resize_token_embeddings regression and cleanly subsumes the Gemma4-specific 45276 and T5Gemma 45335 reports.", + "summary": "This cluster is mostly unrelated issue reports, with one clear duplicate family around `resize_token_embeddings` not propagating to model embeddings. The two accepted soft edges are the general/generalized resize issue pair and the T5Gemma-specific variant.", + "confidence": 0.88, + "canonical_issue_reason": "Use issue 45292 as the canonical issue: it states the core regression most generally (`resize_token_embeddings` not affecting `output_embeddings`), while 45276 and 45335 are model-specific manifestations of the same embedding-resize bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best anchor because it states the shared bug at the highest level while matching the two accepted duplicate variants.", + "best_issue_reason": "Issue 45292 is the best representative because it is the broadest statement of the underlying bug and can subsume the more specific Gemma4 and T5Gemma reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer construction vs Gemma4 FSDP2 shared_kv_states handling." + "reason": "Both are model-loading failures, but one is about `extra_state` handling and the other about `init_empty_weights` / `_is_hf_initialized`; different code paths." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "Different topics: SigLIP2 docs/example errors vs GLM5 model issue." + "reason": "Both involve BERT-style model loading, but the reported failures differ: tokenizer vocab mismatch vs inability to load a specific model." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Unrelated failures: Torch 2.10 compatibility vs meta-device loading regressions." + "reason": "One is torch version incompatibility; the other is a `meta`-device loading regression affecting some models. Too broad and different." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely unrelated models and failures: SigLIP2 docs errors vs GLM5 issue." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different subsystems and symptoms: SwitchTransformers sparse-layer construction vs Gemma4 FSDP2 `shared_kv_states` rebuild bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Different code paths: gradient checkpointing/LoRA vs T5 apex RMSNorm memory leak." + "reason": "Both mention training behavior, but one is gradient checkpointing with LoRA and the other is a T5 RMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 attention-state bug is unrelated to Qwen multimodal from_config unwrapping." + "reason": "Gemma4 FSDP2 attention state bug vs Qwen multimodal `text_config` unwrapping; not the same bug." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization, but one is offloading behavior and the other is int4 CUDA reserved-memory/OOM; not the same bug." + "reason": "Both are quantization/OOM related, but one is offloading failure and the other is increased reserved memory under int4 quantization." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batch-inference leakage vs Gemma4 PLE device placement mismatch are distinct." + "reason": "AudioFlamingo3 batch leakage and Gemma4 device-mapping mismatch are unrelated." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model-loading regressions: GLM-4.7-Flash test failure vs Qwen3.5 save_pretrained regression." + "reason": "Different models and distinct save/load regressions; no clear shared underlying bug." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both are OOM-related, but int4 reserved-memory growth and Strix Halo mmap OOM are different causes." + "reason": "Both mention OOM, but one is quantization memory growth and the other is mmap on Strix Halo." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights _is_hf_initialized TypeError is unrelated to mmap/OOM behavior." + "reason": "`init_empty_weights` loading error is unrelated to Strix Halo mmap OOM." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Qwen3-NVFP4 runtime error is unrelated to git-oss MXFP4 loading fallback." + "reason": "Both are quantization-related, but one is an NVFP4 runtime error and the other is an MXFP4 load falling back to bf16." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode prohibition." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same resize_token_embeddings propagation bug: Gemma4-specific report vs the generic output_embeddings variant." + "reason": "Both involve gradient checkpointing, but one is ineffective with PEFT LoRA and the other is a separate eval-mode restriction." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Save_pretrained permission propagation is unrelated to wrong custom-module loading after save_pretrained." + "reason": "Both concern custom-model save/load flows, but one is file permissions and the other is loading the wrong custom module." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize-embedding regression; 45276 is a Gemma4-specific manifestation of the broader `output_embeddings` failure in 45292." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing restriction is unrelated to Qwen3.5 RLHF gradient explosion from 3D position_ids/SDPA fallback." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the RLHF NaN/SDPA fallback issue." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/from_pretrained handling does not match the Strix Halo mmap OOM issue." - }, - { - "left": "issue:45588", - "right": "issue:45663", - "accept": false, - "reason": "Flash-attention s_aux=None crash is a different failure than Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Different loading/storage vs mmap/OOM problems with no shared code-path evidence." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert and AudioFlamingo3 track leakage are unrelated." + "reason": "Unrelated failures: Qwen3 auto device mapping crash vs AudioFlamingo3 track-leak bug." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Custom model initialization regression and Trainer resume max_steps calculation are different issues." + "reason": "Flash-attention `s_aux=None` crash is a different code path from Gemma4 FSDP2 attention state rebuilding." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Qwen VL video-input regression is unrelated to strict config blocking granite_speech loading." + "reason": "Video-input regression for Qwen variants vs strict Granite Speech config loading; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks vs Trainer checkpoint-resume math; unrelated." }, { "left": "issue:43854", "right": "issue:44960", "accept": false, - "reason": "Different model families and failure modes: GLM-4.7-Flash loading vs GLM5." + "reason": "Different model families and failures; no duplicate evidence." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions are unrelated to Strix Halo mmap OOM." + "reason": "`meta`-device loading regression and Strix Halo mmap OOM are distinct issues." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings bug, with 45335 as the t5gemma.decoder.embed_tokens manifestation." + "reason": "Same resize-token-embeddings bug; 45335 is the T5Gemma-specific variant where `decoder.embed_tokens` is not updated." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "ScandiBERT load failure is related in theme, but these reports do not clearly describe the same concrete bug." + "reason": "Both are model-loading reports, but one is a vocab-size mismatch and the other is a specific model load failure." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device loading failures." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to `meta`-device loading failures." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom-model notebook init regression and extra_state save/load handling are different problems." + "reason": "Custom model notebook initialization regression is separate from `extra_state` save/from_pretrained handling." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MOE conversion with accelerate+deepspeed is unrelated to NemotronH checkpoint loading." + "reason": "Different model families and different checkpoint-loading failures." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version compatibility and autocast dtype mismatch are separate failure modes." + "reason": "Torch 2.10 incompatibility and autocast dtype mismatch are not the same bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to mmap OOM on Strix Halo." + "reason": "Float8 storage lookup error is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:44479", "right": "issue:45663", "accept": false, - "reason": "Qwen VL video regression and Gemma4 FSDP2 attention-state bug are unrelated." + "reason": "Qwen video-input regression vs Gemma4 FSDP2 attention bug are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 PLE device mismatch." + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of issue 38071 is not the same bug as Qwen3.5 PagedAttentionCache linear_attention crash." + "reason": "`43906` is only an isolated reproduction reference; there is no clear evidence it is the same concrete bug as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language regression and tokenizer-version changes are different issues." + "reason": "Whisper pipeline `return_language` regression and tokenization changes are too broad and not clearly the same failure." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both concern custom models in Transformers 5.0, but base_model_prefix loading and notebook initialization are distinct code paths." + "reason": "Both are Transformers 5.0 custom-model regressions, but one is `base_model_prefix` loading and the other is Jupyter-defined model initialization." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility and Gemma4 device-map forward mismatch are unrelated." + "reason": "Torch version incompatibility vs Gemma4 PLE device mismatch; unrelated." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading failure are different model-specific problems." - }, - { - "left": "issue:44530", - "right": "issue:45084", - "accept": false, - "reason": "PagedAttentionCache group-type crash is unrelated to the template-node compilation TypeError." + "reason": "Different checkpoint/model-loading failures for unrelated model families." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The resize_token_embeddings cluster is well grounded, and the 45276\u219445292 / 45292\u219445335 accepts look conservative. However, the summary overreaches by saying a \u201csmaller custom-model-init pair also plausible\u201d when the packet does not support that as a duplicate family (and the listed custom-model-init soft pairs were rejected). Please keep the summary limited to the supported resize_token_embeddings family unless you can justify the other cluster from the packet." + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted soft edges are well-supported by the issue titles: 45276 is a Gemma4-specific resize-token-embeddings variant of 45292, and 45335 is the T5Gemma-specific variant. The rejected pairs generally do not overclaim shared causality beyond broad symptom similarity." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2334,10 +2376,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:32090", "issue:34567", @@ -2389,6 +2431,7 @@ "issue:45759" ], "soft_pairs": [ + "issue:44530|issue:45084", "issue:43425|issue:43716", "issue:43901|issue:44509", "issue:39404|issue:44912", @@ -2396,8 +2439,8 @@ "issue:43299|issue:43931", "issue:44479|issue:44805", "issue:43856|issue:44756", - "issue:44589|issue:45084", "issue:43425|issue:44918", + "issue:44589|issue:45084", "issue:40990|issue:42947", "issue:39404|issue:44671", "issue:43994|issue:44079", @@ -2409,202 +2452,208 @@ "issue:32090|issue:39404", "issue:44164|issue:44479", "issue:44488|issue:45081", + "issue:44661|issue:44683", "issue:40990|issue:43421", "issue:43582|issue:43632", - "issue:44661|issue:44683", "issue:43611|issue:43644", "issue:43883|issue:44488", "issue:44206|issue:44220", "issue:43716|issue:45084", "issue:44488|issue:44987", - "issue:34567|issue:40444", "issue:43643|issue:44530", + "issue:34567|issue:40444", "issue:44811|issue:45584" ], - "prepared_review_unit_hash": "8eac96413343ca1af4c42027e66d8f6fce974278d55de638c18e04168cdb5a60", + "prepared_review_unit_hash": "5fdf39ef050e5fa9acc7a2b9c8ac5c531be76b0eaf11ab39c0248e72c1dad59e", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37037, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "soft_pair_count": 32, + "serialized_chars": 37331, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated closed issues, with a loose theme of Transformers v5 regressions, tokenizer/loading problems, and a few docs/audio/multimodal edge cases. None of the soft-similarity pairs look like clear duplicates of the same concrete bug or change.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 43611 is the broadest and most central representative of the loading-regression subset in this set; it is generic enough to anchor the cluster, even though the overall cluster is heterogeneous.", + "summary": "This cluster is dominated by Transformers v5 loading/regression reports across many models and tokenizers, with a few unrelated audio/training outliers. One audio feature-extraction pair looks like a likely duplicate; the rest are too different to merge.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43611 is the most central, broadly phrased report about a core v5 model-loading regression (`base_model_prefix`), which best matches the cluster\u2019s repeated loading-failure theme.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the best single issue to keep as the canonical anchor because it describes a core Transformers v5 loading breakage with wide applicability, unlike the more model-specific or symptom-specific reports.", + "best_issue_reason": "issue:43611 best represents the cluster because it is the most general and reusable root-cause-style issue among many version-5 loading regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: a Qwen3.5 PagedAttentionCache crash versus a template-node compilation TypeError; no clear shared code path." + }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Both are regressions, but one is a Torch version incompatibility and the other is a multimodal dtype mismatch; different bugs and code paths." + "reason": "Unrelated topics: torch version compatibility versus a multimodal dtype mismatch in Mistral-3." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are documentation-related, but they cover different pipeline/docs mismatches and are not the same doc change." + "reason": "Both are documentation issues, but they concern different API/docs surfaces and do not indicate the same underlying bug." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated subsystems." + "reason": "Whisper pipeline language-return regression and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Different failure modes: torch.export with compilable checks vs Perceiver image-classification resize/interpolation behavior." + "reason": "Different subsystems and symptoms: torch.export with torch_compilable_check versus Perceiver image classification with interpolate_pos_encoding." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a MoE model-loading regression and the other is a weight-shape mismatch; not clearly the same bug." + "reason": "Both involve Qwen3-VL loading, but the model variants and failure modes differ; not enough evidence of one concrete bug." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "A video-input regression for Qwen VL models is not the same as a generic mask-shape IndexError." + "reason": "Both are shape/multimodal regressions, but they affect different code paths and model families." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training-memory inefficiency and Strix Halo mmap OOM are different issues." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are distinct performance/memory problems." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Float8 storage lookup failure and template-node compilation failure are unrelated." + "reason": "Torch 2.10 compatibility and Qwen3.5 embedding unpacking with TRL are different issues." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Torch incompatibility vs Qwen3.5 embedding unpacking in TRL are distinct problems." + "reason": "Float8 storage lookup failure and template compilation error are unrelated." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a model and ineffective gradient checkpointing with LoRA are not the same underlying bug." + "reason": "High perplexity on a model/dataset pair and ineffective gradient checkpointing with LoRA are different training behaviors." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language return and CamemBERT masked-LM output regressions are unrelated." + "reason": "Whisper return_language regression and CamemBERT masked-LM prediction regression are separate model-specific bugs." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "A bad SigLIP2 output issue is not the same as ModelOutput key assignment when values were previously None." + "reason": "A bad AutoModel/pipeline result for SigLIP2 is not the same as incorrect ModelOutput key assignment." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "save/from_pretrained extra_state handling and from_config text_config unwrapping are different loading/saving bugs." + "reason": "extra_state save/load handling and from_config text_config unwrapping are different serialization/loading issues." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer special-token method conflict and gguf_file loading breakage are different tokenizer-loading failures." + "reason": "Tokenizer special-token method conflict and gguf_file loading breakage are different loader failures." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3 init indexing error and torch>=2.9 flex_attention compilation failure are unrelated." + "reason": "Deepspeed ZeRO3/BertModel index error is unrelated to compiled flex_attention failing on newer torch." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Different tokenizer/model regressions: CamemBERT masked LM vs est-roberta tokenizer loading." + "reason": "Model-mapping registration failure and compiled flex_attention compatibility are unrelated." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading problems, but for different models and different failure mechanisms." + "reason": "Both are tokenizer loading regressions, but they involve different models and different root causes." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated." + "reason": "Trainer GPU broadcast NoneType error and Whisper pipeline return_language regression are unrelated." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Serialization extra_state handling and Qwen video-input regression are different code paths." + "reason": "Serialization extra_state handling and video-input regression are different bugs." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "A model-loading failure for cjvt/sleng-bert is not the same as the Mistral regex patch crash." + "reason": "Loading cjvt/sleng-bert and patching Mistral regex are unrelated tokenizer issues." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "These touch different areas: tokenizer/model mapping versus attention compilation." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity behavior and runtime special-token/post-processor updates are unrelated." + "reason": "Perplexity regression and runtime post-processor update behavior are unrelated." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and the `_is_hf_initialized` flag regression are different bugs." - }, - { - "left": "issue:44661", - "right": "issue:44683", - "accept": false, - "reason": "Tokenizer mapping-name registration and flex_attention compilation failures do not share the same underlying problem." + "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` regression are different initialization issues." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffer contents; too different to merge." + "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffer initialization; distinct bugs." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing tied-weights metadata and a model-loading failure are unrelated." + "reason": "Attribute missing on Molmo and a tokenizer loading failure for another model are unrelated." }, { "left": "issue:44206", "right": "issue:44220", - "accept": false, - "reason": "Both are in audio feature extraction, but one is a specific unsupported-argument regression and the other is a generic `_torch_extract_fbank_features()` complaint; not clearly the same concrete bug." + "accept": true, + "reason": "Both point to the same audio/fbank feature-extraction path; the second looks like the same `_torch_extract_fbank_features()` regression described from a different angle." }, { "left": "issue:43716", @@ -2616,32 +2665,35 @@ "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different model-loading failures for different models and versions." + "reason": "Different tokenizer/model-loading failures for different models; not the same concrete bug." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:43643", + "right": "issue:44530", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset finetuning are different problems." + "reason": "Missing fields from `trust_remote_code` config and Qwen3.5 PagedAttentionCache crash are unrelated." }, { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "AutoConfig remote-code field loss and PagedAttentionCache invalid group type are unrelated." + "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failure are different training issues." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both touch Whisper special-token handling, but one is batch_decode ignoring a parameter and the other is generation failure after align_special_tokens; not the same concrete bug." + "reason": "Both involve Whisper, but one is batch_decode special-token handling and the other is empty-generation behavior after align_special_tokens; not clearly the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most items are indeed Transformers v5 loading/regression reports, with a smaller set of audio/training/docs outliers. The one accepted soft-edge pair (44206/44220) is a cautious, evidence-based duplicate call, and the remaining false verdicts are conservative rather than overreaching. No obvious overstatement or mergeability issue stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2656,7 +2708,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:36032", "issue:41553", @@ -2709,9 +2761,9 @@ ], "soft_pairs": [ "issue:43644|issue:43646", + "issue:44451|issue:44987", "issue:43541|issue:45084", "issue:36032|issue:42915", - "issue:44451|issue:44987", "issue:43452|issue:43482", "issue:42915|issue:44530", "issue:43317|issue:43482", @@ -2722,13 +2774,13 @@ "issue:45084|issue:45507", "issue:43262|issue:43377", "issue:43646|issue:44534", - "issue:43994|issue:44610", "issue:44987|issue:44991", + "issue:43994|issue:44610", "issue:43322|issue:43540", "issue:44403|issue:45081", "issue:43377|issue:43819", - "issue:43645|issue:44534", "issue:42915|issue:45084", + "issue:43645|issue:44534", "issue:45216|issue:45357", "issue:44451|issue:45081", "issue:44265|issue:44610", @@ -2737,268 +2789,265 @@ "issue:43404|issue:45127", "issue:43632|issue:44756", "issue:43296|issue:43531", - "issue:36032|issue:43742", - "issue:42915|issue:44291", - "issue:44062|issue:44987", "issue:41553|issue:43582", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:36032|issue:43742", "issue:43531|issue:44877", - "issue:43611|issue:44534", - "issue:42915|issue:44589" + "issue:42915|issue:44589", + "issue:43611|issue:44534" ], - "prepared_review_unit_hash": "09876ea2a6c55d239387613d376a7294bad6170c4229c67ed716fa2e4fa3318e", + "prepared_review_unit_hash": "99c01ebfbb1a2a63318699590141504d8676e8304cefda0615889706eae0e08f", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38477, - "estimated_input_tokens": 9620, - "estimated_eval_tokens": 19496 + "serialized_chars": 38467, + "estimated_input_tokens": 9617, + "estimated_eval_tokens": 19490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated transformer/model-loading issues. I only see a couple of likely duplicate pairs: the GGUF loading regressions and the Qwen3.5 save_pretrained regressions.", - "confidence": 0.56, - "canonical_issue_reason": "issue:43452 is the broadest, most general reproduction of the GGUF loading regression; issue:43482 reads like a model-specific manifestation of the same from_pretrained/gguf_file path.", + "summary": "This cluster is a loose collection of Transformers v5 regression issues, mostly around model loading/initialization, tokenizer loading, and a few unrelated model-specific bugs. I did not find any soft pair that confidently represents the same concrete underlying bug/change, so I rejected all candidate merges.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43646 is the broadest, most generic v5 regression in the set and best fits an umbrella role for the model-initialization/loading breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the clearest representative because it describes the generic loader failure rather than one downstream model case.", + "best_issue_reason": "issue:43646 is the most representative issue because it describes the widest-impact failure mode without being tied to a single model or narrow symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 initialization regressions, but one is about non-persistent buffers and the other about notebook/custom-model construction; not the same concrete bug." + "reason": "Both are v5 regressions around initialization/serialization, but they describe different concrete symptoms and likely different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer/model-loading failures, but for different models and likely different root causes; too broad to merge." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Different failures and code paths: torch dynamo grouped_mm tracing vs. template-node compilation." + "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to a template compilation TypeError." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Unrelated subsystems and symptoms: T5 tokenizer special-token conflict vs. Qwen3Moe FP8 config failure." - }, - { - "left": "issue:44451", - "right": "issue:44987", - "accept": false, - "reason": "Both are loading failures, but for different models and different root causes; too broad to treat as duplicates." + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated subsystems and failure modes." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Both point to the same GGUF loading regression in the v5 from_pretrained path; 43482 is a specific model instance of the broader 43452 bug." + "accept": false, + "reason": "Both mention GGUF/loading, but one is a filename/argument path issue and the other is a transformers v5-specific Qwen2.5-GGUF regression." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different Qwen-family issues with different failure modes (FP8 config vs. PagedAttentionCache linear_attention crash)." + "reason": "Both involve Qwen3.x models, but one is FP8 config loading and the other is paged attention cache group-type handling." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized device_map offload failure is unrelated to GGUF tokenizer/model loading." + "reason": "Dequantized model device_map offload failure is a different path from GGUF tokenizer/model loading." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Distinct tokenizer/model loading problems with no shared concrete failure path." + "reason": "Molmo tied-weights attribute error and est-roberta tokenizer loading failure are unrelated." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model families and different bugs: hidden_states output vs. rope index scaling." + "reason": "Both are Qwen3.5 regressions, but one is output_hidden_states behavior and the other is RoPE temporal position scaling; different bugs." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights, but one is a missing tie in a model class and the other is device-dependent serialization; not the same bug." + "reason": "These are both tied-weights issues, but one is missing weight tying in Mistral3 and the other is device-dependent serialization of lm_head.weight." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token conflict is unrelated to Jupyter custom-model initialization." + "reason": "T5 tokenizer method conflict and custom model initialization in Jupyter are not the same bug." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different invalid-method/template compilation failures with no clear shared code path." + "reason": "Template-node compilation error is not the same as GraniteMoEHybrid calling an invalid method." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is chat template sampling-rate handling and the other is batching/padding-mask correctness." + "reason": "Audio processor chat-template sampling-rate default and MIMI padding-mask batching mismatch are different audio bugs." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "These are both v5 regressions, but one is custom model initialization and the other is non-persistent buffer corruption; not the same issue." + "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer corruption; too different to merge." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Different model/processor mismatch problems with different symptoms and fixes." + "reason": "Different models and symptoms, both just generic loading failures." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Both are load failures, but they involve different models and likely unrelated loader paths." + "reason": "Siglip2 bad outputs and OmDet-Turbo processor size mismatch are unrelated vision bugs." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "A Llava-Next segmentation fault and a Qwen3OmniMoe video ValueError are not the same bug." + "reason": "Llava Next segmentation fault and Qwen3OmniMoe video ValueError are separate multimodal failures." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise during loading vs. tokenizer regex patch crash are unrelated." + "reason": "Noise on transformer loading is unrelated to the Mistral regex patch crash." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are codec/latent related, but the missing padding-mask batch mismatch and the missing STE mismatch are different bugs." + "reason": "Missing padding-mask support in MIMI encoder and DAC STE mismatch are different audio-model correctness bugs." }, { - "left": "issue:43645", - "right": "issue:44534", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Notebook custom-model init and buffer junk on load/init are separate regressions." + "reason": "FineGrainedFP8Config loading failure and template-node compilation failure have no concrete overlap." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "Unrelated Qwen FP8 config failure vs. template compilation TypeError." + "reason": "Notebook custom-model init breakage and non-persistent buffer junk are related only at a high level, not the same bug." }, { "left": "issue:45216", "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression: 45216 is the broad checkpoint-corruption report, while 45357 is a specific visual-encoder key serialization symptom." + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained regressions, but one is a general incorrect checkpoint and the other specifically wrong visual encoder keys." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model-loading failures with different mechanisms." + "reason": "Tokenizer loading failure for ScandiBERT and Mistral regex patch crash are different code paths." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/exportability issue is unrelated to OmDet-Turbo image size handling." + "reason": "torch.export export failure with torch_compilable_check is unrelated to a processor resolution mismatch." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Separate problems: a model-loading regression vs. a tokenizer regex patch crash." + "reason": "Different model families and different failure types; no shared underlying bug." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Speech-feature extraction bug and compiled flex_attention failure are unrelated." + "reason": "Fbank feature extraction issue and compiled flex_attention failure are unrelated." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Related by tied-weights wording, but one is a missing model tie and the other is a LoRA merge collapse issue; different concrete bugs." + "reason": "Missing tie on Mistral3 lm_head and LoRA merge collapse with extended vocab are both weight-tying themed but not the same concrete bug." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized regression and mmap OOM workaround are unrelated." + "reason": "_is_hf_initialized flag regression and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different models and unrelated failures." + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window bug are separate model-specific issues." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Tokenizer special-token conflict is unrelated to a key error loading a different model." + "reason": "Bad AutoTokenizer error for Voxtral and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Different initialization/configuration bugs with no shared code path." + "reason": "AddedToken special-argument conflict and a model loading failure for physical-intelligence/fast are different tokenizer/model bugs." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "AddedToken keyword conflict and model-loading failure are unrelated." + "reason": "Qwen3Moe FP8 config failure and init_empty_weights unexpected _is_hf_initialized argument are distinct v5 regressions." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Bad tokenizer error message and Apple Silicon allocator TypeError are unrelated." + "reason": "T5 tokenizer conflict and MobileLLM-125M key error are unrelated loading failures." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding window bug and granite_speech strict-config loading are different issues." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are different bugs." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Both involve v5 model loading, but base_model_prefix loading and non-persistent buffer corruption are distinct regressions." + "reason": "Qwen3Moe FP8 config failure and missing Float8 storage type are different lower-level issues." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Qwen FP8 config failure and missing Float8 storage type are different bugs." + "reason": "Base_model_prefix loading regression and non-persistent buffer junk are both v5 regressions but not the same concrete failure." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and is appropriately conservative overall. The two accepted soft-edge pairs are plausibly the same underlying bug family based on their titles and surrounding context, while the rest of the rejections avoid overclaiming duplicates. No PR-mergeability issue applies here because there are no PR pairs." - }, - "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 }, @@ -3010,10 +3059,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:33666", "issue:36032", @@ -3065,252 +3114,255 @@ "issue:45812" ], "soft_pairs": [ - "issue:44479|issue:45325", "issue:43317|issue:43856", + "issue:44479|issue:45325", "issue:40990|issue:44811", "issue:42175|issue:45542", "issue:43425|issue:44403", + "issue:44462|issue:45812", "issue:43818|issue:45357", "issue:44079|issue:45663", - "issue:44462|issue:45812", "issue:43421|issue:44568", "issue:36032|issue:41720", - "issue:43632|issue:44534", "issue:43792|issue:44589", + "issue:43632|issue:44534", "issue:44403|issue:44991", - "issue:33666|issue:40444", - "issue:43482|issue:45538", "issue:44829|issue:45479", + "issue:43482|issue:45538", "issue:44683|issue:45020", - "issue:40444|issue:45325", + "issue:33666|issue:40444", "issue:43482|issue:43525", + "issue:40444|issue:45325", "issue:44291|issue:44589", "issue:43377|issue:45491", "issue:41720|issue:45081", "issue:44265|issue:45072", - "issue:43611|issue:43646", "issue:42175|issue:43296", - "issue:43632|issue:45072", + "issue:43611|issue:43646", "issue:43531|issue:44291", + "issue:43632|issue:45072", + "issue:43454|issue:44466", "issue:43994|issue:44898", - "issue:44079|issue:44534", - "issue:43454|issue:44466" + "issue:44079|issue:44534" ], - "prepared_review_unit_hash": "df836fcd9975ec0620bfeced6e75b3bc2a7c6a9abe581c728e90574164463ce3", + "prepared_review_unit_hash": "757a075b3b95996af1a666cdb33ab9907d4eb5b5bb9dfad976e94aed961e33ac", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37034, - "estimated_input_tokens": 9259, - "estimated_eval_tokens": 18774 + "serialized_chars": 37032, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated model, tokenizer, training, packaging, and version-regression issues. There is no single underlying bug/change that cleanly ties them together, so I would not collapse them into one duplicate set.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of superficially similar but distinct issues. The only clear duplicate-like pair is the Transformers v5 model-loading/init regression pair; the rest are different bugs that just share model families or broad subsystems.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43611 is the clearest, most concrete representative of the shared Transformers v5 model-loading regression; it captures the core breakage in loading models with `base_model_prefix` and aligns with the nearby custom-init report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44403 is the broadest loading-related report, but it is still too generic and does not match the specific failure modes of the other issues well enough to serve as a true canonical duplicate.", + "best_issue_reason": "issue:43611 is the best overall issue representative because it is specific, actionable, and likely closest to the root code-path regression among the matched items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both involve Qwen2.5-VL video/temporal handling, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug; not the same concrete defect." + "reason": "Both mention Qwen/device or memory problems, but one is dequantized model offload loading and the other is MoE training memory usage; not the same bug." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "One is device_map/offload loading failure, the other is Qwen3 MoE training memory inefficiency; different code paths and symptoms." + "reason": "Same Qwen VL family and version, but one is a broad video-input regression while the other is a specific still-image temporal-position scaling bug; too much ambiguity to merge as one issue." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "These are unrelated: GPT-OSS perplexity on WikiText vs Whisper batch_decode skipping special tokens." + "reason": "Completely different models and failure modes: perplexity regression vs Whisper `batch_decode` special-token handling." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention backend dependencies, but one is missing TensorFlow in an install extra and the other is a tf backend error from tensorboard-only installs; not the same bug." + "reason": "Both involve TensorFlow/backend packaging, but one is missing TF in the torch extra and the other is an undefined backend error when only tensorboard is installed; related area, different bugs." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility is a version-support issue, while 44403 is about noisy transformer loading; no shared underlying bug." + "reason": "Torch version incompatibility vs noisy transformer loading are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenizer loading, but one is ignoring `tokenizer.json` and the other is wrong Granite token IDs; not enough evidence of the same root cause." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different models and different failures: Video-LLaVA temporal attention/weight sharing vs Qwen3.5 save_pretrained key serialization." + "reason": "Different models and subsystems: Video-LLaVA tower/temporal attention vs Qwen3.5 save_pretrained visual-encoder keys." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma-4 FSDP2 shared_kv_states KeyError are separate implementation bugs." - }, - { - "left": "issue:44462", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer-related, but one is tokenizer.json loading and the other is wrong Granite token IDs; not the same failure." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 `shared_kv_states` KeyError are unrelated." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processing and add_special_tokens BOS/EOS insertion are different tokenizer behaviors." + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is a specific tokenizer not adding BOS/EOS with `add_special_tokens=True`; not clearly the same concrete bug." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer load conflict and Qwen3 auto device-map cuda assert are unrelated." + "reason": "T5 tokenizer API conflict and Qwen3 auto device-map CUDA assert are unrelated." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Both are v5 regressions, but one is _is_hf_initialized-related initialization breakage and the other is junk-filled non-persistent buffers; different bugs." + "reason": "Whisper run failure and missing Float8 storage type are different issues." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage type are unrelated issues." + "reason": "One is `_is_hf_initialized` handling and the other is non-persistent buffer junk; both are v5 regressions but not the same code path." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise is not the same as AutoTokenizer failing to load est-roberta." + "reason": "General loading noise vs tokenizer loading failure for a specific model are not the same underlying bug." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Same broad Qwen2-VL family, but one is multi-GPU training and the other is iterable-dataset multi-image prompt handling; not the same code-path problem." + "reason": "Degenerate training with flash attention is unrelated to zero-loss single-label classification behavior." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." - }, - { - "left": "issue:44829", - "right": "issue:45479", - "accept": false, - "reason": "One is flash_attention_3 causing degenerate training; the other is a zero-loss classification setup with num_labels=1. Different root causes." + "reason": "GGUF loading failure and CLIPTokenizer `model_max_length` are unrelated." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on new torch versions and remote_code loading regressions are separate problems." + "reason": "Torch flex_attention compilation failure and remote_code breakage are different regressions." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Multi-image prompt finetuning and still-image temporal position scaling are not the same bug." + "reason": "Both are Qwen2-VL training issues, but one is multi-GPU training and the other is iterable-dataset multi-image prompting; not the same bug." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." + "reason": "Qwen2.5-GGUF loading failure and missing `pad_token_id` on Llama4Config are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Training with multi-image iterable datasets vs temporal position-id scaling in Qwen2.5-VL are different problems." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and missing Float8 storage are different v5 issues." + "reason": "Unexpected `_is_hf_initialized` arg in `init_empty_weights` is not the same as missing Float8 storage support." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/masking-related, but they affect different models and different mechanisms; not enough to treat as one duplicate." + "reason": "Batched-vs-single padding-mask issue in MIMI and Gemma3 NaNs from sliding-window/all-padding behavior are different bugs." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 cuda assert and Mistral tokenizer regex patch crash are unrelated." + "reason": "Qwen3 device-map CUDA assert and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export exportability and bfloat16 dtype mismatches are different code paths and failure modes." + "reason": "`torch.export` support via `torch_compilable_check` and bfloat16 dtype mismatches are different issues." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue and PaddleOCR-VL loading in vLLM are unrelated." }, { "left": "issue:43611", "right": "issue:43646", - "accept": false, - "reason": "Both are Transformers v5 loading/init regressions, but they report different concrete breakages and are not clearly the same underlying defect." + "accept": true, + "reason": "Both report Transformers v5 model-loading/init regressions with the same underlying initialization path; one is the `base_model_prefix` failure and the other is the broader custom-model initialization breakage." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Package-backend install issue vs PaddleOCR-VL load failure in vLLM are unrelated." + "reason": "Qwen3-MoE sliding-window issue and `init_empty_weights` `_is_hf_initialized` error are different bugs." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are separate regressions." + "reason": "Initialization flag handling and bfloat16 inference dtype mismatches are unrelated." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights argument handling are different bugs." + "reason": "Both touch `lm_head.weight`/tied weights, but one is a tying bug causing garbage generation and the other is inconsistent serialization by device; not clearly the same fix." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical AutoModel output and Perceiver interpolation failure are distinct vision-model issues." + "reason": "Siglip2 AutoModel/pipeline nonsense and Perceiver non-default-resolution failure are different vision-model issues." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internals bugs." - }, - { - "left": "issue:43454", - "right": "issue:44466", - "accept": false, - "reason": "Missing lm_head tying and inconsistent lm_head.weight serialization are related broadly to tied weights, but they are different failure modes and should not be merged." + "reason": "ModelOutput key assignment and non-persistent buffer initialization are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded summary overall, and the one accepted pair (issue:43611 / issue:43646) is conservative given both are Transformers v5 model-loading/init regressions. The other pairwise rejections also stay within the evidence in the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3325,7 +3377,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:35707", "issue:39692", @@ -3343,9 +3395,9 @@ "issue:43550", "issue:43572", "issue:43606", - "issue:43632", "issue:43644", "issue:43701", + "issue:43720", "issue:43746", "issue:43792", "issue:43819", @@ -3370,259 +3422,224 @@ "issue:45325", "issue:45357", "issue:45381", - "issue:45563", "issue:45584", "issue:45759", "issue:45800", - "issue:45823" + "issue:45823", + "issue:45834" ], "soft_pairs": [ "issue:42915|issue:43482", - "issue:44079|issue:45072", "issue:43792|issue:43957", + "issue:44079|issue:45072", "issue:40444|issue:45381", + "issue:43881|issue:44488", "issue:45325|issue:45381", "issue:43644|issue:44079", - "issue:43881|issue:44488", "issue:44387|issue:44617", "issue:43296|issue:45800", "issue:44479|issue:45823", "issue:35707|issue:40444", + "issue:45325|issue:45834", "issue:44291|issue:44877", - "issue:43606|issue:44265", "issue:43317|issue:43873", + "issue:43606|issue:44265", "issue:43701|issue:45325", - "issue:44186|issue:44265", "issue:43526|issue:43883", - "issue:43632|issue:45563", + "issue:44186|issue:44265", "issue:43606|issue:43819", - "issue:44610|issue:45325", "issue:43262|issue:43746", - "issue:43377|issue:44610", - "issue:43454|issue:43550", "issue:41720|issue:45823", - "issue:43377|issue:44898", - "issue:43572|issue:45759", - "issue:43454|issue:45072", + "issue:43454|issue:43550", + "issue:43377|issue:44610", "issue:43881|issue:44991", + "issue:43454|issue:45072", + "issue:43377|issue:44898", "issue:40990|issue:45584", + "issue:43572|issue:45759", "issue:39692|issue:40444", - "issue:44466|issue:45357" + "issue:44466|issue:45357", + "issue:43296|issue:44991", + "issue:43454|issue:43720" ], - "prepared_review_unit_hash": "b439b4c197e53b300d6c9317c3a81a60c1edb47518d3663421c2c20d1daf2e39", + "prepared_review_unit_hash": "4f2921967117af8a5e4cbe98e2dae3df37c2f329985ff862a875f754f1ec71e8", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37034, - "estimated_input_tokens": 9259, - "estimated_eval_tokens": 18774 + "soft_pair_count": 32, + "serialized_chars": 37357, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model-specific bugs. I found one likely duplicate pair in the Qwen video-position-id regressions; the rest are too different in model, symptom, or code path to merge safely.", - "confidence": 0.68, - "canonical_issue_reason": "issue:44479 is the best anchor because it captures the broader Qwen video-input regression across multiple models and aligns with the more specific qwen2.5-vl video position-id symptom.", + "summary": "This cluster is heterogeneous: most pairs are only loosely related by broad themes like loading, offloading, or Qwen multimodal regressions, but they do not describe the same concrete bug. No soft edge is strong enough to merge.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed issue here, centered on offloading/quantization behavior, so it is the best umbrella representative even though the set is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest overall issue candidate: clear regression framing, broad impact, and the most representative title among the set.", + "best_issue_reason": "issue:43873 is the most suitable issue to anchor this cluster because it is generic, active, and closest to the recurring device/offload/quantization failures; however, it should not be treated as covering the unrelated items in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different models and failure modes: FP8 config failure vs GGUF loading failure." + "reason": "Different models and different failure modes: FineGrainedFP8 loading vs GGUF/v5 loading." }, { - "left": "issue:44079", - "right": "issue:45072", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to dtype mismatch/inference issues." + "reason": "Whisper runtime failure and meta-device loading breakage are unrelated code paths." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:44079", + "right": "issue:45072", "accept": false, - "reason": "Both are load/runtime failures, but the affected code paths and root causes differ." + "reason": "ModelOutput key bookkeeping is unrelated to bf16 dtype mismatches in inference." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image finetuning failure is not the same bug as video vision_position_ids regression." + "reason": "Multi-image finetuning failure and Qwen video position-id regression are different bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Model load failure for glm-4v-9b vs tokenizer load failure for a different model." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video input position ids; not clearly the same defect." + "reason": "Both involve Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video-input behavior; too different to merge confidently." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer serialization is unrelated to ModelOutput key assignment." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Different models and likely different loader/tokenizer issues." + "reason": "Non-persistent buffer initialization junk and ModelOutput key assignment are separate issues." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "General int4 reserved-memory/OOM regression is not the same as a model-specific video OOM." + "reason": "Generic int4 reserved-memory OOM and Sam3Video OOM are different failures on different paths." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM is unrelated to torch/transformers version incompatibility." + "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to torch 2.4.1 and transformers 5.8.0 incompatibility." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both involve device placement, but the model families and concrete failure paths are different." + "reason": "Qwen video-input regression and Gemma4 device mismatch are distinct model-specific bugs." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Generation with inputs_embeds/past_key_values is unrelated to multimodal IterableDataset finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "init_empty_weights argument handling is a different bug from strict config loading." + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR index error are different model paths." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "CPU offload device mismatch is unrelated to torch.export compatibility checks." + "reason": "init_empty_weights argument mismatch is unrelated to strict granite_speech config loading." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading and quantization, but the titles do not show the same concrete failure or code path." + "reason": "Both are offload/quantization-adjacent, but one is a specific dequantized load failure and the other is a broader report; not the same concrete bug." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." + "reason": "CPU offload device mismatch and torch.export with torch_compilable_check are unrelated." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Tokenizer crashes are unrelated to torch.export failures from torch_compilable_check." + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index handling." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BEiT label reduction bug is unrelated to Molmo tied-weights attribute failure." + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute errors are separate bugs." }, { - "left": "issue:43632", - "right": "issue:45563", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "_is_hf_initialized flag breakage is unrelated to a stale generate warning." + "reason": "Tokenizer padding/truncation crash and torch.export failures are different subsystems." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC latent/forward mismatch." - }, - { - "left": "issue:44610", - "right": "issue:45325", - "accept": false, - "reason": "Processor resolution mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + "reason": "CPU offload device mismatch and DAC.from_latents/STE mismatch are unrelated." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to PEFT checkpoint loading." + "reason": "Audio chat-template sample-rate defaulting and PEFT checkpoint loading are different issues." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "Padding-mask batching bug is unrelated to OmDet-Turbo input-size mismatch." + "reason": "Qwen3 auto device-map assert and Gemma4 forward device mismatch are not the same bug." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying/garbage generation is unrelated to torch.compile SDPA failure." - }, - { - "left": "issue:41720", - "right": "issue:45823", - "accept": false, - "reason": "Both are device_map=auto failures, but different models and error signatures; not enough to treat as duplicates." + "reason": "lm_head weight tying and torch.compile SDPA failures are unrelated." }, { "left": "issue:43377", - "right": "issue:44898", - "accept": false, - "reason": "Padding-mask support in MIMI is unrelated to Perceiver non-default-resolution failure." - }, - { - "left": "issue:43572", - "right": "issue:45759", - "accept": false, - "reason": "Missing pad_token_idx in config is unrelated to from_config not unwrapping text_config." - }, - { - "left": "issue:43454", - "right": "issue:45072", + "right": "issue:44610", "accept": false, - "reason": "Weight tying bug is unrelated to dtype mismatch in inference." + "reason": "Padding-mask batching bug in MIMI encoder and OmDet-Turbo size mismatch are different problems." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different model/tokenizer loading failures with no clear shared code path." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "Perplexity regression is unrelated to Whisper empty-transcription generation failure." - }, - { - "left": "issue:39692", - "right": "issue:40444", - "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to Qwen2.5-VL finetuning with multiple images." + "reason": "Two load failures, but for different models and different failure points." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Both are save/load serialization issues, but they affect different keys and model components." + "reason": "Tied-weights serialization and BitNet packed-weight loading are unrelated." } ] }, @@ -3644,21 +3661,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:34634", "issue:35707", "issue:36331", + "issue:40990", "issue:41720", "issue:42617", "issue:42915", "issue:43295", - "issue:43296", "issue:43316", "issue:43317", + "issue:43322", "issue:43404", "issue:43450", - "issue:43454", "issue:43526", "issue:43550", "issue:43577", @@ -3696,17 +3713,15 @@ "issue:45823" ], "soft_pairs": [ - "issue:43454|issue:43720", - "issue:43296|issue:44991", "issue:43792|issue:44683", "issue:43873|issue:45701", "issue:41720|issue:44977", - "issue:44008|issue:45823", "issue:45632|issue:45684", + "issue:44008|issue:45823", "issue:43404|issue:45357", "issue:44423|issue:45406", - "issue:44186|issue:45072", "issue:34634|issue:35707", + "issue:44186|issue:45072", "issue:43577|issue:43708", "issue:35707|issue:41720", "issue:43873|issue:44756", @@ -3716,220 +3731,210 @@ "issue:43550|issue:43720", "issue:43450|issue:45701", "issue:36331|issue:42915", + "issue:43526|issue:43881", "issue:44610|issue:44898", "issue:44186|issue:44610", - "issue:43526|issue:43881", "issue:44387|issue:45704", "issue:36331|issue:42617", "issue:44479|issue:44918", - "issue:43550|issue:43606", "issue:43316|issue:44913", + "issue:43550|issue:43606", "issue:42915|issue:43317", "issue:45081|issue:45812", + "issue:41720|issue:43322", + "issue:40990|issue:45701", "issue:43295|issue:45701" ], - "prepared_review_unit_hash": "32b6b1e0433b81cd70492479057f5fa5c16589b3716d0aee09234a1a6777b22a", + "prepared_review_unit_hash": "07b2f7a21e9f29dabeadcfc7cf009b8e5a5ecbb942b9c7a691803f8376fc23f9", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37071, - "estimated_input_tokens": 9268, - "estimated_eval_tokens": 18792 + "serialized_chars": 37045, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of unrelated Transformers bugs and regressions around loading, offloading, quantization, tokenizers/processors, and a few model-specific forward/path issues. None of the soft pairs look like true duplicates or a single mergeable PR change.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43873 is the broadest and most central user-facing report in the dominant offloading/quantization theme, and it has the strongest surrounding discussion/reference activity.", + "summary": "This cluster is mostly noisy: many unrelated model-specific bugs were grouped by broad similarity around loading, serving, tokenizer, offloading, and quantization. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43873 is the broadest and most central thread in the set, with multiple references and discussion around offloading/quantization behavior; it best fits the cluster\u2019s weak common theme even though the cluster is largely heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the best representative issue because it is the most general, still-open offloading/quantization bug and fits the cluster\u2019s broad loading/device-mapping symptom family better than the model-specific reports.", + "best_issue_reason": "issue:43873 is the strongest representative issue because it is active, broadly scoped, and aligns with the most general repeated theme in the cluster (offloading/quantization/memory behavior).", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43454", - "right": "issue:43720", - "accept": false, - "reason": "Different models and failures: weight tying in AyaVision vs packed-weight unpacking in BitNet accelerate loading." - }, - { - "left": "issue:43296", - "right": "issue:44991", - "accept": false, - "reason": "Both involve loading, but one is PaddleOCR-VL/vLLM model load failure and the other is tokenizer loading regression for a specific roberta model." - }, { "left": "issue:43792", "right": "issue:44683", "accept": false, - "reason": "Whisper runtime failure and compiled flex_attention on torch>=2.9 are unrelated code paths." + "reason": "Whisper runtime failure and compiled flex_attention on torch>=2.9 are unrelated problems in different code paths." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading bug vs tokenization regression; no shared underlying change." + "reason": "Quantization/offloading behavior and tokenization differences are distinct bug classes." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-related generation issues, but the device-map CUDA assert and flash-attention normal-generation bug are distinct failures." + "reason": "Both involve Qwen models, but one is a device-map assert and the other is flash-attention generation behavior; different failures." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Different Gemma generations and different root causes: variable-name collision in forward vs device mismatch with auto device map." + "reason": "Cache-path collision for local models and read-only permissions during save_pretrained are unrelated." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permissions during save_pretrained." + "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch are different model bugs." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Tied lm_head weights in Mistral3 is unrelated to Qwen3.5 visual encoder key persistence." + "reason": "Mistral3 lm_head tying and Qwen3.5 visual-encoder save_pretrained keys are unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both affect serve, but the crashes come from different processor bugs and different failure points." + "reason": "Both hit serve with multimodal models, but the crashes stem from different processor/tokenizer failures." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Tokenizer padding/NER crash is unrelated to dtype mismatch in inference." + "reason": "BarkProcessor voice_preset and inputs_embeds/past_key_values generation are unrelated." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "Tokenizer crashes on NER/padding and dtype mismatches in inference are different subsystems and failures." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype loading issue and Trainer resume/max_steps calculation bug do not share a code path." + "reason": "Blip2 dtype loading and Trainer resume max_steps calculation are unrelated." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation bug and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map asserts." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both mention memory/offloading, but one is quantization offload behavior and the other is mmap-specific Strix Halo OOM." + "reason": "Both touch offloading/memory, but one is quantization offload behavior and the other is mmap on a specific platform; not the same bug." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU-efficient loading and non-persistent buffer junk are different loading regressions." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different implementation issues." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Strict config loading for granite_speech and tokenizer loading regression for est-roberta are unrelated." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 config failure are separate model/runtime issues." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to BitNet packed-weight loading." + "reason": "torch.compile SDPA failure in Bamba and packed-weight unpacking in BitNet are different code paths." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video batch shape bug is unrelated to tokenization changing across versions." + "reason": "Video processor batch-shape bug and tokenization changes are unrelated." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer.compute_loss signature mismatch and Qwen3Moe FP8 config failure are distinct issues." + "reason": "Trainer compute_loss signature breakage and FineGrainedFP8Config model failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure do not share the same underlying cause." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-size/preprocessing mismatches, but they affect different models and different processor/model contracts." + "reason": "Both concern vision inputs, but one is processor output size mismatch and the other is interpolation/loading on Perceiver; not the same bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and OmDet-Turbo processor resolution mismatch are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo processor image-size mismatch are unrelated." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "int4 CUDA reserved-memory regression and T5 apex RMSNorm memory leak are different causes of OOM." + "reason": "Int4 CUDA reserved-memory/OOM regression and apex RMSNorm memory leak are different memory problems." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss API mismatch and 3d_parallel execution failure are unrelated." + "reason": "Trainer API signature change and 3d_parallel.py runtime failure are unrelated." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Qwen video-input regression and Qwen3.5 input-embedding unpacking with TRL SFT trainer are different paths." + "reason": "Video-input regression in Qwen VL models and SFT trainer unpacking of Qwen3.5 embeddings are separate issues." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Different failures: Bamba torch.compile/SDPA vs Bark-small CPU offload device mismatch." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload regression are unrelated config bugs." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Bamba SDPA compile failure and Bark CPU offload device mismatch are different failures." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized-model device_map offload failure are unrelated." + "reason": "FineGrainedFP8Config failure and dequantized model load with device_map=auto are unrelated." }, { "left": "issue:45081", @@ -3937,11 +3942,23 @@ "accept": false, "reason": "Mistral tokenizer regex patch crash and Granite token ID regression are different tokenizer bugs." }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map assert and Llava Next segmentation fault are distinct loading failures." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and version-dependent tokenization changes are not the same underlying issue." + }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer/image passing regression is unrelated to tokenization changes across versions." + "reason": "Processor.tokenizer regression and tokenization changes across versions are related only broadly; the concrete failures differ." } ] }, @@ -3960,17 +3977,16 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:30064", "issue:34567", "issue:34634", "issue:35707", "issue:36010", - "issue:40990", "issue:41720", "issue:42617", "issue:42915", @@ -4001,7 +4017,9 @@ "issue:44743", "issue:44779", "issue:44898", + "issue:44987", "issue:44991", + "issue:45042", "issue:45059", "issue:45072", "issue:45161", @@ -4014,8 +4032,6 @@ "issue:45812" ], "soft_pairs": [ - "issue:41720|issue:43322", - "issue:40990|issue:45701", "issue:41720|issue:45161", "issue:43531|issue:43572", "issue:44671|issue:44743", @@ -4028,11 +4044,11 @@ "issue:43421|issue:45701", "issue:30064|issue:34634", "issue:44492|issue:44509", - "issue:43388|issue:45059", "issue:43606|issue:43720", "issue:44779|issue:45812", - "issue:43550|issue:43653", + "issue:43388|issue:45059", "issue:42915|issue:43322", + "issue:43550|issue:43653", "issue:44514|issue:44545", "issue:43531|issue:45759", "issue:43606|issue:43653", @@ -4040,228 +4056,223 @@ "issue:34567|issue:35707", "issue:44368|issue:45357", "issue:43873|issue:45704", + "issue:44451|issue:44991", "issue:44898|issue:45072", "issue:41720|issue:43746", - "issue:44451|issue:44991", - "issue:44062|issue:44451" + "issue:44062|issue:44451", + "issue:44987|issue:45042" ], - "prepared_review_unit_hash": "74eeec073607d47272355ca69c2137cf318bd9205cc9eaeb6996721a0fdb67e7", + "prepared_review_unit_hash": "f25f3fbab6f0df7ec27d7b15d003fe45fb00bfe812ff5d2c15528e6730611c9c", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36092, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36356, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose topical bucket of unrelated bug reports. I only found one clear duplicate pair: the two identical Qwen2_5_VLProcessor batched-input padding=False crash reports. The rest are at best superficially similar (tokenizers, offloading, Qwen, etc.) but appear to describe different code paths or failures.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44514 is the cleaner canonical because it is the earlier report of the exact same Qwen2_5_VLProcessor batched-input padding=False crash.", + "summary": "The cluster is mostly heterogeneous, with one clear duplicate pair: the two Qwen2_5_VLProcessor.apply_chat_template crashes on batched input with padding=False. Most other soft matches are only subsystem-level similarity, not the same bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44514 is the best issue canonical for the only true duplicate pair: it predates the near-identical follow-up, has the fuller report, and centers the same Qwen2_5_VLProcessor batched-input/padding=False crash.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best issue anchor because it is a precise, concrete duplicate target for that exact crash.", + "best_issue_reason": "issue:44514 is the strongest cluster representative because it is the clearest duplicate target among the issues here; the rest of the items are unrelated regression reports rather than one shared defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", - "right": "issue:43322", + "right": "issue:45161", "accept": false, - "reason": "Same broad area of runtime failures, but different models and different failure modes: cuda assert vs. segfault." + "reason": "Both are model-parallel/distributed failures, but they involve different models, different setups, and different failure modes." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "A perplexity regression and a tokenization-change report are related to model behavior, not the same bug." - }, - { - "left": "issue:41720", - "right": "issue:45161", - "accept": false, - "reason": "Both mention Qwen/GPT-OSS and parallelism, but the concrete failures differ." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and a missing config field in StableLmConfig are unrelated defects." + "reason": "Unrelated bugs: Qwen3-MoE sliding_window behavior vs a StableLmConfig pad_token_idx regression." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Incorrect masked-LM predictions and recurrent-state reset behavior are different bugs and code paths." + "reason": "Different code paths and symptoms: CamemBERT masked-LM predictions vs Qwen3.5 recurrent cache state resetting." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor sync and the other is wrong token IDs for Granite models." + "reason": "Both tokenizer-related, but one is runtime post-processor updates and the other is a Granite token-id regression; not the same concrete bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Auto device mapping cuda assert and 3d_parallel.py runtime failure are not the same issue." + "reason": "Different domains: GPU device-mapping failure vs inability to run a 3D parallel script." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and 3d_parallel.py execution failure are unrelated." + "reason": "GenerationMixin import failure is unrelated to the 3d_parallel.py runtime issue." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer classes with different crash symptoms; too broad to be duplicates." + "reason": "Both touch tokenizers, but they are different tokenizer implementations with different task failures." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe and weight_only loading error in Qwen3VL are distinct problems." + "reason": "Multimodal video processing failure vs from_pretrained weight_only loading error; not the same bug." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor serve crash and Qwen3.5 streaming inference failure involve different components and errors." + "reason": "Processor attribute crash in serve vs streaming inference API failure are different code paths." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "A runtime special-token/post-processor bug is not the same as a broad version-dependent tokenization report." + "reason": "One is a runtime special-token/post-processor sync bug; the other is a broader tokenization regression across versions." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "ImageProcessor segmentation-map handling and BarkProcessor voice_preset behavior are unrelated." + "reason": "Image segmentation-map processing and BarkProcessor voice_preset are unrelated." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and stale docs for removed pipelines are both docs-facing, but not the same issue." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "Gather-for-metrics label dropping and SAM3 PCS text/box behavior are different bugs." + "reason": "A typo in cache strategies is unrelated to stale docs mentioning removed pipeline tasks." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are not the same code-path failure." + "reason": "Both involve loading/offload behavior, but they affect different models and different failure mechanisms." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and symptoms." + "reason": "Both are tokenizer regressions, but they concern different models and different failure symptoms." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "A torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "Gather-for-metrics label truncation is unrelated to SAM3 text/bbox weird behavior." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe and Llava Next loading segfault are different bugs." + "reason": "Different problems: FineGrainedFP8Config failure vs segmentation fault on Llava Next loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same title, same processor, same batched-input padding=False crash; these are the same underlying bug." + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; titles and failure description match closely." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "A sliding-window issue in Qwen3-MoE and a from_config text_config unwrapping bug are different defects." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device mismatch under CPU offload and tokenizer mask-token registration are unrelated." + "reason": "CPU offload device mismatch and BigBirdTokenizer decode behavior are different bugs." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve tokenizer/config persistence, but runtime post-processor updates and save/load custom token IDs are different bugs." + "reason": "Runtime special-token post-processing and save/load losing custom token IDs are distinct tokenizer/config bugs." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counts not updating and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A LoRA warning about tie_word_embeddings and incorrect visual encoder keys after save_pretrained are not the same issue." + "reason": "A tie_word_embeddings warning and incorrect visual encoder key saving are different regression classes." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading behavior and a T5 RMSNorm memory leak are different problems." + "reason": "Quantization/offloading behavior does not match a T5 RMSNorm memory leak." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different root causes." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation at non-default resolution and dtype mismatches in SwitchTransformers/TimmWrapperModel are distinct bugs." + "reason": "Perceiver image-size handling and dtype mismatch in inference are unrelated." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Auto device mapping cuda assert and GraniteSpeech PEFT local-checkpoint loading failure are different failure modes." + "reason": "Different model families and different failure modes: auto device mapping vs PEFT local checkpoint loading." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer-load regressions on latest transformers, but the affected models and symptoms differ enough not to merge." + "reason": "AddedToken special-argument conflict is too specific to equate with a broad ScandiBERT load failure." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "AddedToken argument collision and ScandiBERT tokenizer load failure are not the same bug." + "reason": "A model-loading regression and a PIL image-processor dependency regression are not the same bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate pair 44514/44545 is grounded, but the canonical-issue rationale overstates the evidence: the packet does not support that 44514 has 'more discussion/inbound references' than 44545 (44545 actually has more inbound refs, and the counts are close). The summary should stay more conservative on that comparison, e.g. 'earlier identical report' without the extra claim." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the only accepted soft pair is the near-identical Qwen2_5_VLProcessor batched-input/padding=False crash, and the rest of the verdicts correctly avoid merging merely similar subsystem-level reports. Canonical issue choice and rationale are also supported by the titles, dates, and body sizes." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4277,11 +4288,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ + "issue:30064", "issue:33666", "issue:34634", "issue:35707", + "issue:36010", "issue:39692", "issue:41720", "issue:42886", @@ -4292,7 +4305,6 @@ "issue:43525", "issue:43531", "issue:43540", - "issue:43575", "issue:43596", "issue:43618", "issue:43653", @@ -4313,11 +4325,10 @@ "issue:44625", "issue:44661", "issue:44671", + "issue:44756", "issue:44843", "issue:44918", "issue:44936", - "issue:44987", - "issue:45042", "issue:45081", "issue:45183", "issue:45356", @@ -4325,241 +4336,259 @@ "issue:45479", "issue:45588", "issue:45704", - "issue:45759" + "issue:45759", + "issue:45834" ], "soft_pairs": [ - "issue:44987|issue:45042", - "issue:33666|issue:35707", "issue:45588|issue:45759", "issue:43421|issue:43653", + "issue:33666|issue:35707", "issue:43531|issue:44589", - "issue:43381|issue:43844", "issue:42886|issue:44843", + "issue:43381|issue:43844", "issue:39692|issue:44610", "issue:43421|issue:44186", "issue:44918|issue:44936", "issue:43525|issue:43531", "issue:44625|issue:45479", "issue:43782|issue:45381", - "issue:43994|issue:44671", "issue:45081|issue:45356", + "issue:43994|issue:44671", "issue:34634|issue:41720", "issue:43381|issue:45704", "issue:39692|issue:43873", "issue:42915|issue:45759", "issue:43596|issue:44220", - "issue:45183|issue:45479", + "issue:45704|issue:45834", "issue:43540|issue:44008", "issue:43618|issue:43697", + "issue:45183|issue:45479", "issue:43720|issue:43819", - "issue:44077|issue:44625", - "issue:43575|issue:45704", "issue:44220|issue:44661", - "issue:43335|issue:43756" + "issue:44077|issue:44625", + "issue:43335|issue:43756", + "issue:30064|issue:36010", + "issue:43653|issue:43720", + "issue:44756|issue:45759" ], - "prepared_review_unit_hash": "19213f6d1e3b5dd23a935315be4f26c10344b1ca893dedecb05f4071cb809e7f", + "prepared_review_unit_hash": "b5ea15c7a87b1e9fee8c58f179fbe1709f82cd0392b4ff002bf3a0558000fafc", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35681, - "estimated_input_tokens": 8921, - "estimated_eval_tokens": 18098 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36798, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated single-bug reports rather than true duplicates; none of the soft-edge pairs looks safe to merge as the same underlying fix.", - "confidence": 0.67, - "canonical_issue_reason": "issue:44843 is the strongest representative: it names a concrete, reproducible offline-tokenizer regression with a clear failing path and likely fix location.", + "summary": "This set is mostly heterogeneous and does not form one duplicate cluster. The only plausible duplicate subgroup is the HF_HUB_OFFLINE tokenizer-loading problem; everything else looks unrelated by model, subsystem, or failure mode.", + "confidence": 0.78, + "canonical_issue_reason": "No single issue cleanly represents the whole set. If forced to pick the closest anchor for the only near-duplicate subgroup, issue 44843 is best because it states the concrete root cause behind the offline tokenizer failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best standalone issue here because it is specific, user-facing, and actionable, with a well-scoped root cause in tokenizer loading/offline behavior.", + "best_issue_reason": "issue 44843 is the most actionable representative of the only coherent subgroup: it names the specific code path (\u0000_patch_mistral_regex\u0000 calling \u0000model_info()\u0000 unconditionally) and the offline-mode breakage.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "Different bugs: model loading failure vs PIL image processor wrongly requiring torchvision." - }, - { - "left": "issue:33666", - "right": "issue:35707", - "accept": false, - "reason": "Unrelated code paths and models; multi-GPU training is not the same as progressive generation with embeds and KV cache." - }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Different problems: flash-attention aux tensor handling vs composite Qwen config unwrapping." + "reason": "Different bugs: flash_attention sinkless-model crash vs Qwen 3.5 config unwrapping. No shared code path." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both tokenizer-related, but one is runtime post-processor sync and the other is BigBird special-token registration/decoding." + "reason": "Both involve tokenizer special-token handling, but one is about runtime post-processor updates and the other about missing special-token registration; not the same bug." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:33666", + "right": "issue:35707", "accept": false, - "reason": "Sliding-window behavior in Qwen MoE is unrelated to the Float8 storage lookup error." + "reason": "Unrelated: Qwen2-VL multi-GPU training vs progressive generation with inputs_embeds/past_key_values." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient explosion are different issues." + "reason": "Different areas and failures: Qwen3-MoE sliding_window behavior vs Float8 storage import/type error." }, { "left": "issue:42886", "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline-tokenizer failure: both report tokenizer loading breaking in HF_HUB_OFFLINE mode, and 44843 gives the likely concrete cause in _patch_mistral_regex/model_info()." + }, + { + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Both mention offline tokenizer loading, but 44843 is a specific Mistral regex path while 42886 is a broader cache-loading regression." + "reason": "Both mention training/runtime behavior, but eval-mode checkpointing and ZeRO-3 gradient growth are different problems." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Docs example/model mismatch and quantization failure are not the same as an OmDet processor/model input-size mismatch." + "reason": "Different model families and symptoms: SigLIP2 doc example errors vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer failures: backend post-processor updates vs LayoutLMv2 NER/padding crash." + "reason": "Tokenizer backend special-token update feature request vs LayoutLMv2Tokenizer crash on NER/batched padding; not the same issue." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL embedding unpacking and train/evaluate lifecycle failure are unrelated." + "reason": "Qwen3.5 input-embedding unpacking in TRL SFT trainer vs trainer.evaluate() after train(); too different." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Llama4Config missing pad_token_id vs Qwen3-MoE sliding_window issue; unrelated." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "One is config propagation in Qwen3.5; the other is a classification-loss semantics bug across models." + "reason": "Qwen3.5 num_labels propagation vs single-label-classification zero-loss regression across models; different config paths." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different multimodal bugs and modalities: weight_only load failure vs video vision_position_ids mismatch." + "reason": "Qwen3VL weight_only loading error vs qwen2.5-vl video vision_position_ids bug; separate multimodal bugs." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Different models and symptoms; SigLIP2 nonsense outputs are not the same as CamemBERT masked-LM regression." + "reason": "Both touch fix_mistral_regex, but one is a tokenizer-load crash and the other is a Kimi-K2.5 regression with codec handling/warning issues; not clearly the same concrete bug." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Both touch fix_mistral_regex, but one is a backend_tokenizer crash and the other is a Kimi codec/warning regression." + "reason": "SigLIP2 nonsensical outputs and CamemBERT MLM prediction regression are different model-specific inference issues." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device-mapping CUDA assert are unrelated." + "reason": "BarkProcessor voice_preset vs Qwen3 auto device mapping cudaErrorAssert; unrelated." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Eval-mode checkpointing misuse is not the same as T5's apex FusedRMSNorm memory leak." + "reason": "Gradient checkpointing in eval mode is unrelated to T5's apex.FusedRMSNorm memory leak." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Docs-example quantization errors and offloading-with-quantization behavior are different failures." + "reason": "Doc-example/model mismatch and quantization failure vs offloading with quantization; too broad and not the same bug." }, { "left": "issue:42915", "right": "issue:45759", "accept": false, - "reason": "FineGrainedFP8Config failure and composite config unwrapping are separate Qwen issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen3.5/3.6 multimodal config unwrapping; different code paths." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel indexing and fbank feature extraction are unrelated." + "reason": "Deepspeed ZeRO-3/BertModel index error vs audio fbank feature extraction issue; unrelated." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:45704", + "right": "issue:45834", "accept": false, - "reason": "Validation error messaging for inputs_embeds/input_ids is unrelated to zero-loss classification with num_labels=1." + "reason": "T5 RMSNorm memory leak vs Kosmos2.5 long-OCR index error; unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma3n's audio_mel_mask variable collision." + "reason": "Qwen3OmniMoe video-input ValueError vs Gemma 3n variable-name collision in forward(); different models and failures." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions assignment and RTDetrV2 output drift are different model bugs." + "reason": "CLIPOutput attentions regression vs RTDetrV2 differing outputs in v5; not the same bug." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "General XOR validation/error-message bug across models vs sequence-classification zero-loss regression; different behavior and scope." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading in BitNet and DAC latent/forward mismatch are unrelated." + "reason": "BitNet packed-weight loading problem vs DAC.from_latents missing STE; unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs add-new-model-like failing in TOKENIZER_MAPPING_NAMES; unrelated." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are different configuration issues." + "reason": "patchtsmixer post_init policy issue vs Qwen3.5 num_labels propagation; unrelated." }, { - "left": "issue:43575", - "right": "issue:45704", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Tensor-parallel OOM and T5 RMSNorm memory leak are not the same bug." + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer mismatch; different model/config issues." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Audio feature extraction failure and TOKENIZER_MAPPING_NAMES add-new-model-like failure are unrelated." + "reason": "Image processor void segmentation maps vs GenerationMixin import error; unrelated." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs BitNet accelerate loading issue; unrelated." + }, + { + "left": "issue:44756", + "right": "issue:45759", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are different model-specific bugs." + "reason": "mmap/OOM on Strix Halo vs Qwen config unwrapping; unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft-edge pair (42886/44843) is clearly aligned on the same HF_HUB_OFFLINE tokenizer-loading failure, while the other rejections do not overreach based on the titles alone. No mergeability concerns apply here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4574,14 +4603,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:30064", + "issue:34634", "issue:36010", "issue:36331", "issue:42915", + "issue:43295", "issue:43322", - "issue:43334", "issue:43421", "issue:43531", "issue:43540", @@ -4592,7 +4622,6 @@ "issue:43643", "issue:43653", "issue:43716", - "issue:43720", "issue:43746", "issue:43782", "issue:43818", @@ -4623,25 +4652,22 @@ "issue:45084", "issue:45381", "issue:45685", - "issue:45759" + "issue:45834" ], "soft_pairs": [ - "issue:30064|issue:36010", - "issue:43653|issue:43720", - "issue:43334|issue:45759", "issue:43716|issue:44008", "issue:42915|issue:43746", "issue:43746|issue:45381", "issue:43550|issue:45072", - "issue:43746|issue:43873", "issue:43550|issue:43819", + "issue:43746|issue:43873", "issue:44186|issue:44898", - "issue:43421|issue:44811", - "issue:43531|issue:43643", "issue:44843|issue:45081", + "issue:43531|issue:43643", "issue:43643|issue:44877", - "issue:43577|issue:43818", "issue:44062|issue:44488", + "issue:43421|issue:44811", + "issue:43577|issue:43818", "issue:43653|issue:43819", "issue:43540|issue:45381", "issue:44448|issue:44671", @@ -4650,230 +4676,223 @@ "issue:43825|issue:43994", "issue:43322|issue:45685", "issue:44821|issue:45084", - "issue:30064|issue:36331", "issue:44485|issue:44509", + "issue:30064|issue:36331", "issue:43825|issue:43827", - "issue:44186|issue:44442", + "issue:43295|issue:45834", "issue:43606|issue:45072", - "issue:43577|issue:43582" + "issue:44186|issue:44442", + "issue:43577|issue:43582", + "issue:34634|issue:36010" ], - "prepared_review_unit_hash": "d7667a3ee13b96f6292bbe67b8a3032bf5a0cd6006a74298b10efc5a7ee075a9", + "prepared_review_unit_hash": "3e199cd7ea8fe8cc60085162ae8235ebd63fd7689fb4c62b07a868cb355d4b50", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "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": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. I would keep the broad remote_code regression report as the best issue representative, but I would reject all soft-edge merges, including the Mistral tokenizer pair: they share a function name, yet the evidence only shows different failure modes rather than the same underlying bug.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set, covering the general class of recent-version breakages for remote_code models; it is the most representative issue to anchor the cluster.", + "summary": "The set is mostly a collection of unrelated bug reports across different models and subsystems. The soft-similarity pairs are topical overlaps (often same family or same helper) but not the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set and best represents the recurring remote_code regression theme, even though the overall cluster is not made up of true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best global issue representative because it is broad, cross-cutting, and clearly more umbrella-like than the other narrow symptom reports.", + "best_issue_reason": "issue:45020 is the most representative issue to anchor the cluster because it is the most general and inclusive of the repeated 'recent versions break remote_code models' pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:30064", - "right": "issue:36010", - "accept": false, - "reason": "Different subsystems and symptoms: segmentation-map image processing vs an import error for GenerationMixin." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "Tokenizer special-token handling and BitNet packed-weight loading are unrelated code paths." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Both involve Qwen multimodal configs, but the concrete bugs differ: missing pad_token_id vs text_config unwrapping." - }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different model families and failure modes: dtype mismatch vs a variable-collision AttributeError in Gemma3n forward." + "reason": "Different bugs in different models: dtype mismatch in Mistral-3 vs a Gemma3n variable-name collision." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "FineGrainedFP8Config loading and PEFT/local-checkpoint loading are not the same bug." + "reason": "Unrelated failures: Qwen3Moe FP8 config issue vs GraniteSpeech PEFT/local-checkpoint loading." }, { "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "Checkpoint-loading failure and video position-id handling are unrelated issues." + "reason": "Different code paths and symptoms: checkpoint loading for GraniteSpeech vs qwen2.5-vl video position IDs." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both are runtime failures, but they affect different models and different mechanisms (torch.compile/SDPA vs dtype mismatch)." + "reason": "Separate model-specific problems: Bamba torch.compile/SDPA vs dtype mismatches in other models." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Local checkpoint loading and quantized offloading behavior are not the same concrete problem." + "reason": "Different failures: Bamba compile/SDPA behavior vs DAC latent reconstruction mismatch." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Different bugs in different code paths: SDPA/torch.compile vs DAC latent reconstruction mismatch." + "reason": "PEFT local-checkpoint loading and quantized offloading are only broadly related, not the same bug." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver non-default-resolution image classification." + "reason": "Tokenizer padding/NER crash vs Perceiver image-resolution handling; different components and root causes." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Related tokenizer area, but runtime post-processor updates and batch_decode skip_special_tokens are different behaviors." + "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is an attribute-access crash; not clearly the same fixable bug." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to config loading with trust_remote_code." + "reason": "Qwen3-MoE sliding-window bug vs trust_remote_code config-field loss; unrelated." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Too little evidence for a duplicate: both mention _patch_mistral_regex, but one is an offline model_info() failure while the other is a missing backend_tokenizer AttributeError." + "reason": "Both are config-related, but one is missing fields from trust_remote_code while the other is strict config rejection for granite_speech." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Both touch config loading, but the failures are different: missing fields with trust_remote_code vs strict config rejection for granite_speech." + "reason": "Tokenizer construction error vs failing to load a specific tokenizer model; not the same issue." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." + "reason": "Special-token post-processor update behavior vs Whisper batch_decode skip_special_tokens handling; different APIs." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "The titles do not establish the same AddedToken/special-argument bug." + "reason": "BLIP2 dtype loading issue vs Video-LLaVA missing temporal attention/weight sharing; unrelated." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration and DAC latent reconstruction are unrelated." + "reason": "BigBird special-token decode bug vs DAC latent/forward mismatch; different subsystems." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both mention video inputs, but they concern different Qwen models and different bugs." + "reason": "Different video-input regressions in different Qwen variants; not the same concrete bug." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 regressions, but on different models and different tasks." + "reason": "Two separate model regression reports with different outputs and code paths." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen families and different failure modes: weight_only loading vs flash-attention generation." + "reason": "Different Qwen issues: weight_only loading error vs flash-attention generation behavior." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Related remote_code theme, but not the same concrete regression as the broader umbrella report." + "reason": "Same broad remote_code theme, but one is specifically is_torch_fx_available removal and the other is a broader recent-version regression report." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline task-message wording and SigLIP2 output correctness are unrelated." + "reason": "Pipeline-v5 error-message/deprecation issue vs SigLIP2 output regression; unrelated." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segmentation fault in Llava Next loading is not the same as an MPS histogram op error in moe code." + "reason": "Segmentation fault in Llava Next loading vs MPS histogram-int error in MoE; different bugs." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and a template-node compilation error are unrelated." + "reason": "AutoImageProcessor URL loading vs template-node compilation error; no shared code path." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Image processor segmentation-map handling and Trainer compute_loss signature mismatch are unrelated." + "reason": "GLM-5 RoPE discussion vs docs referencing removed pipeline tasks; unrelated." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "GLM-5 RoPE discussion and docs mentioning removed pipeline tasks are not the same change." + "reason": "ImageProcessor void segmentation-map handling vs CustomTrainer.compute_loss signature breakage; different areas." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both relate to v5 pipeline removals, but one is an error message and the other is documentation cleanup." + "reason": "Both concern removed v5 pipeline tasks, but one is an error message and the other is documentation; not the same bug/change." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing to load a specific tokenizer are different issues." + "reason": "Processor/tokenizer regression vs Kosmos2.5 long-OCR index error; different failures." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different runtime problems." + "reason": "CPU offload device mismatch with quantization vs general dtype mismatches; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different problems." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype propagation and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "BLIP2 dtype issue vs Apple Silicon caching_allocator_warmup TypeError; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior vs GenerationMixin import error; different code paths and symptoms." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but it overstates one soft-edge match: issue:44843 and issue:45081 are both about `_patch_mistral_regex`, yet the packet only shows different failure modes/symptoms (offline `model_info()` access vs missing `backend_tokenizer`). That is not enough evidence to call them the same duplicate-like bug, so the lone accepted pair is too aggressive. The rest of the conservative rejections look fine." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4886,13 +4905,11 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ - "issue:34634", - "issue:36010", "issue:38175", "issue:39692", "issue:42175", @@ -4936,229 +4953,238 @@ "issue:45406", "issue:45459", "issue:45538", + "issue:45584", "issue:45600", "issue:45701", - "issue:45803" + "issue:45803", + "issue:45834" ], "soft_pairs": [ - "issue:34634|issue:36010", "issue:43452|issue:44991", "issue:44805|issue:44936", - "issue:44610|issue:45072", "issue:42175|issue:45081", + "issue:44610|issue:45072", "issue:43720|issue:45072", "issue:45081|issue:45406", - "issue:44671|issue:45701", "issue:44060|issue:44368", "issue:43650|issue:43906", + "issue:44671|issue:45701", "issue:43404|issue:43782", + "issue:45584|issue:45834", "issue:43582|issue:44857", "issue:45459|issue:45803", "issue:43262|issue:43819", "issue:43526|issue:43697", "issue:45084|issue:45538", "issue:43329|issue:45600", + "issue:39692|issue:45834", "issue:43644|issue:43749", - "issue:43742|issue:45020", "issue:43653|issue:44912", + "issue:43742|issue:45020", "issue:43638|issue:44936", "issue:43746|issue:44811", - "issue:38175|issue:44610", "issue:44589|issue:45042", "issue:43854|issue:44977", - "issue:43526|issue:44554", - "issue:39692|issue:44912" + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43526|issue:44554" ], - "prepared_review_unit_hash": "bea58fcc7c84e427ad7016ae98adf058a36af9baf5b1ae0af7229bd626944ad9", + "prepared_review_unit_hash": "45b6f6679462a000a9f65ba67c18d2e4795d8d21c1bd33570e3f856bf00ba289", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36042, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "soft_pair_count": 28, + "serialized_chars": 36331, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most items are unrelated bug reports spanning tokenization, loading, vision models, training, and backend packaging. The soft edges are mostly superficial keyword matches rather than true duplicates, so I reject them all.", + "summary": "This cluster is highly heterogeneous: the soft pairs share only broad surface themes (loading, tokenization, multimodal, dtype, etc.) but not the same concrete bug or code path. I would reject all soft-edge duplicate merges. No PRs are present. If forced to pick a representative issue, issue:45020 is the broadest umbrella, but it is not a true canonical duplicate anchor.", "confidence": 0.88, - "canonical_issue_reason": "Issue:45020 is the broadest open regression report in the set and the best available anchor for this mixed cluster, though the cluster is not a clean duplicate group.", + "canonical_issue_reason": "issue:45020 is the broadest, most umbrella-like issue in the set (general version-regression / remote_code loading breakage), but the cluster is too mixed for a true canonical duplicate issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most general and still-open issue here; it is the closest thing to a cluster representative, but it does not subsume most other reports.", + "best_issue_reason": "issue:45020 is the closest thing to a global representative because it captures a broad regression pattern, but it should not be treated as a duplicate target for the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Different failures: BarkProcessor voice presets vs a GenerationMixin import error." - }, - { - "left": "issue:43452", - "right": "issue:44991", - "accept": false, - "reason": "Both involve loading, but one is gguf_file handling and the other is tokenizer loading for a specific model; different root causes." + "reason": "Both are tokenizer-loading problems, but they affect different models and appear to stem from different failure modes (gguf_file path handling vs a specific tokenizer load regression)." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask-shape IndexError is unrelated to trainer.evaluate() failing after train()." + "reason": "Both mention IndexError, but one is a mask/tensor shape mismatch and the other is trainer.evaluate() failing after training; they are not the same bug." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Processor image-size mismatch vs dtype mismatch; unrelated code paths." + "reason": "TensorFlow backend packaging and Mistral tokenizer regex patching are unrelated issues with different code paths and symptoms." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Packaging/backend dependency issue vs Mistral tokenizer regex patch crash." + "reason": "One is an image processor size mismatch, the other is a bfloat16 dtype mismatch in model inference; same broad subsystem, different bugs." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to bfloat16 dtype mismatches." + "reason": "Packed-weight loading failure and dtype mismatch are distinct loading/inference problems, not one underlying defect." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are tokenizer/processor loading crashes, but they affect different classes and different bugs." - }, - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "Model-specific masked-LM prediction bug vs a broad tokenization regression report." + "reason": "Both are attribute errors in tokenizer/processor code, but they hit different objects and different call sites; not the same concrete bug." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Similar warning theme, but different Qwen variants and different concrete issues." + "reason": "Both mention tied-weights warnings, but one is an actual bad tie in model code and the other is a config/warning issue during LoRA fine-tuning." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "'ADD THE DATA' is not the same as a reproduction issue for another bug." + "reason": "Generic title noise and an isolated reproduction of a prior issue are not duplicates." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM correctness regression and a general tokenization-version change are too broad and not the same concrete bug." }, { "left": "issue:43404", "right": "issue:43782", "accept": false, - "reason": "Different models and different loading/tie-weight failures; not the same bug." + "reason": "Both concern weight tying/loading, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription behavior and Kosmos2.5 long-ocr index errors are unrelated multimodal issues." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA float16 loss crash are unrelated." + "reason": "Apple Silicon allocator TypeError and CUDA AMP image-loss crash are different platform-specific failures." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both mention broad exception handling, but they are different functions and different failure modes." + "reason": "Both involve exception handling, but they are in different APIs and address different hidden-error scenarios." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate bug is unrelated to DAC latents/STE mismatch." + "reason": "Audio chat-template sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different vision-model bugs: label reduction vs output drift in RTDetrV2." + "reason": "One is a label-reduction bug in an image processor; the other is a model output regression in v5." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error vs CLIPTokenizer max_length misconfiguration are unrelated." + "reason": "Template compilation failure and CLIPTokenizer max-length misconfiguration are unrelated." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting bug vs stale auto_mappings reference; different subsystems." + "reason": "Undefined variables in multimodal token counting and stale auto_mappings references are different CI/code-maintenance problems." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "One is non-persistent buffer initialization corruption, the other FSDP CPU RAM-efficient loading failure." + "reason": "Both are multimodal-facing, but one is a SigLIP2 docs/example bug and the other is a Kosmos2.5 long-input runtime error." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Specific key error on one model vs a broad remote_code regression; not the same underlying bug." + "reason": "Non-persistent buffer initialization and FSDP RAM-efficient loading are distinct loading regressions." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token bug is unrelated to MXFP4 quantization loading fallback." + "reason": "BigBirdTokenizer special-token decode failure and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific key error for one model is not the same underlying bug as the broad remote_code regression." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3 + non-pretrained BERT IndexError is not the same as post-train evaluation failure." + "reason": "Deepspeed zero3/non-pretrained Bert IndexError and trainer.evaluate() after train are different training lifecycle failures." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local-checkpoint loading and Whisper batch_decode behavior are different code paths." - }, - { - "left": "issue:38175", - "right": "issue:44610", - "accept": false, - "reason": "SigLIP2 zero-probability issue is unrelated to OmDet-Turbo processor resolution mismatch." + "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure and PIL/torchvision dependency regression are unrelated." + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency issues are unrelated." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash loading test failure is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Different models, different failure modes: unit-test loading failure vs flash-attention generation bug." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." + "reason": "Both involve model/processor mismatch themes, but one is zero probabilities in SigLIP2 and the other is an image-size mismatch in OmDet-Turbo." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc/example errors and MXFP4 quantization fallback are different problems." + "reason": "SigLIP2 documentation/model example errors and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction and MPS attention correctness are unrelated code paths." } ] }, @@ -5177,10 +5203,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:33357", "issue:34567", @@ -5214,7 +5240,6 @@ "issue:43931", "issue:44291", "issue:44479", - "issue:44560", "issue:44568", "issue:44610", "issue:44811", @@ -5229,283 +5254,280 @@ "issue:45488", "issue:45538", "issue:45701", - "issue:45759" + "issue:45759", + "issue:45834" ], "soft_pairs": [ "issue:43819|issue:43927", + "issue:36010|issue:43645", "issue:34634|issue:36331", "issue:43454|issue:43577", - "issue:36010|issue:43645", "issue:43257|issue:43329", "issue:43720|issue:44610", "issue:43550|issue:44912", - "issue:43749|issue:44291", "issue:44568|issue:45488", - "issue:43262|issue:44811", - "issue:43643|issue:45759", + "issue:43749|issue:44291", "issue:43531|issue:45042", + "issue:43643|issue:45759", + "issue:43262|issue:44811", "issue:44568|issue:45356", "issue:36010|issue:36331", - "issue:43329|issue:43450", "issue:44849|issue:45701", + "issue:43329|issue:43450", "issue:34567|issue:40990", "issue:43329|issue:44479", "issue:43257|issue:43931", "issue:43697|issue:45357", "issue:44291|issue:45042", - "issue:43452|issue:43582", "issue:41720|issue:43540", + "issue:43452|issue:43582", "issue:42915|issue:43742", - "issue:33357|issue:34567", "issue:43317|issue:45538", - "issue:44479|issue:45381", + "issue:33357|issue:34567", "issue:43927|issue:44912", + "issue:44479|issue:45381", "issue:44987|issue:45538", - "issue:43257|issue:43756", "issue:42915|issue:44821", - "issue:43540|issue:44560", "issue:42915|issue:45538", - "issue:43540|issue:44479" + "issue:43257|issue:43756", + "issue:44479|issue:45834" ], - "prepared_review_unit_hash": "d1f4e320c1591b35cd5ca99cd0e00aa9de50d483f13b70f854a1009939549a73", + "prepared_review_unit_hash": "cbd9f217b5096716aeaacd485e96b4045393aaa7c7d3bb990d6c714872786c19", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38067, - "estimated_input_tokens": 9517, - "estimated_eval_tokens": 19290 + "soft_pair_count": 33, + "serialized_chars": 37729, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of unrelated issues with a few loose theme clusters around tokenization, video processors, and model-loading regressions. I found no true duplicate pair among the soft candidates.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45701 is the broadest and most representative issue here: it is open, version-focused, and describes a general tokenization regression that can subsume narrower tokenizer bugs in the set.", + "summary": "Only the Qwen video-input pair 44479 \u2194 45381 looks like a true duplicate cluster. The evidence is not enough to merge 43329 into that group: it appears to be a separate bug about undefined helpers in `_get_num_multimodal_tokens` rather than the same video-position-id regression.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the broadest representative of the single clear duplicate subcluster: a v5.3.0 Qwen video-input regression affecting multiple Qwen VL variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best umbrella issue for this mixed cluster because it captures a broad, cross-version tokenizer-change problem and has active references.", + "best_issue_reason": "issue:44479 is the best overall anchor because it describes the widest version-scoped Qwen video-input failure, with 45381 as a concrete manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different bugs: DAC latent decoding mismatch vs DiaConfig losing custom token IDs on save/load." + "reason": "Different models and failure modes: DAC latents/STE mismatch vs DiaConfig token-ID persistence." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 import/config breakages, but the concrete bugs differ: GenerationMixin import vs Jupyter custom-model init." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Unrelated components: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." + "reason": "Unrelated areas: BarkProcessor voice presets vs Trainer compute_loss signature change." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Different model/load paths: AyaVision weight tying vs Blip2 dtype not propagating." - }, - { - "left": "issue:36010", - "right": "issue:43645", - "accept": false, - "reason": "Both are v5 compatibility issues, but one is a GenerationMixin import error and the other is Jupyter custom-model initialization." + "reason": "Different model families and symptoms: AyaVision weight tying vs BLIP2 dtype handling." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Distinct subsystems: Qwen3 MoE weight conversion/loading vs multimodal token counting video-branch bug." + "reason": "Qwen MoE loading/conversion is a different bug from an undefined-helper failure in the video token-counting path." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different failures: BitNet packed-weight unpacking during loading vs OmDet processor/model input-size mismatch." + "reason": "Different subsystems: BitNet packed-weight loading vs OmDet-Turbo processor image-size mismatch." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Unrelated quantization/compile problems: SDPA torch.compile failure vs MXFP4 loading fallback." + "reason": "Different concrete failures: torch.compile+SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Both are model-loading related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." + "reason": "Tokenizer regressions, but different tokenizers and mechanisms; not the same underlying bug." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Both touch tokenization, but they affect different tokenizers and different regressions." + "reason": "One is FSDP CPU RAM efficient loading; the other is init_empty_weights argument compatibility." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Audio-processing issues, but one is chat-template sample-rate defaulting and the other is Whisper batch_decode special-token handling." + "reason": "No real overlap: Qwen3-MoE sliding_window vs PIL image processors requiring torchvision." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Different config bugs: trust_remote_code field loss vs from_config failing to unwrap text_config." + "reason": "Both involve config loading, but one is missing fields under trust_remote_code and the other is text_config unwrapping for composite multimodal configs." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "No shared bug: Qwen3-MoE sliding_window issue vs PIL backend processors wrongly requiring torchvision." + "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode skip_special_tokens; different code paths." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs codec-handling/warning behavior in Kimi-K2.5." + "reason": "Tokenizer regressions, but separate models and symptoms: special tokens not added vs codec/warning behavior in Kimi-K2.5." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Import error for GenerationMixin is unrelated to a Trainer.compute_loss keyword-argument regression." + "reason": "GenerationMixin import failure is unrelated to a custom Trainer loss-signature change." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Video-branch token counting bug vs batched video processor shape bug; related area, different defect." + "reason": "Different failures: Qwen3.5 hidden-states bug vs a broad tokenization-version regression." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Qwen3.5 hidden-states output bug is unrelated to a generic tokenization regression." + "reason": "Both involve video paths, but one is an undefined helper in multimodal token counting and the other is a batched video-processor shape bug." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to high-perplexity model evaluation." + "reason": "TrainerState token accounting is unrelated to perplexity on gpt-oss-20b." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both involve video input handling, but one is token counting and the other is a broader Qwen video regression." + "reason": "The packet does not show the same regression: 43329 is a separate `_get_num_multimodal_tokens` undefined-helper bug, not the broader Qwen video-position-id issue." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different Qwen-family load failures: MoE weight conversion vs Qwen3-VL shape mismatch." + "reason": "Different Qwen loading bugs: MoE weight conversion with accelerate/deepspeed vs weight-shape mismatch on Qwen3-VL-30B-A3B-Instruct." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetr output differences and Qwen3.5 save_pretrained key mapping are unrelated bugs." + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-key regression are unrelated." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Init_empty_weights loading error is unrelated to PIL processor torchvision dependency regression." - }, - { - "left": "issue:43452", - "right": "issue:43582", - "accept": false, - "reason": "Tokenizer/model loading with gguf_file is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "init_empty_weights argument compatibility is unrelated to PIL backend torchvision requirements." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen model paths and failures: auto device mapping CUDA assert vs video-input ValueError." + "reason": "Different Qwen issues: device-map/cuda assert on A800 vs video processing ValueError in Qwen3OmniMoe." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Qwen3Moe FP8 failure and MobileLLM key error are separate loading bugs." + "reason": "GGUF tokenizer/model loading failure is unrelated to Apple Silicon allocator warmup TypeError." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "MacOS CLIP bus error and TrainerState token counting are entirely unrelated." + "reason": "Qwen3Moe FP8 config failure and MobileLLM key error are different loading bugs." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading bug vs CLIPTokenizer model_max_length constant issue." + "reason": "Dequantized model offload failure and CLIPTokenizer model_max_length are unrelated." }, { - "left": "issue:44479", - "right": "issue:45381", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Same general video-input area, but one is a broad regression across Qwen video models and the other is a specific vision_position_ids symptom; not clearly the same bug from the titles alone." + "reason": "MacOS bus error with CLIP is unrelated to TrainerState token-count updates." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token-ID persistence and MXFP4 quantization loading are unrelated." + "reason": "DiaConfig token-ID persistence and MXFP4 quantization fallback are unrelated." }, { - "left": "issue:44987", - "right": "issue:45538", - "accept": false, - "reason": "Loading a specific model package and CLIPTokenizer max-length behavior are different issues." + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen video-input regression; 45381 is a specific qwen2.5-vl manifestation of the broader v5.3.0 bug in 44479." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Both mention Qwen/weights, but one is MoE weight conversion and the other is Smollm3 RoPE layer configuration." + "reason": "Loading physical-intelligence/fast on v5.1+ and CLIPTokenizer max_length are unrelated." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." + "reason": "Qwen3Moe FP8 loading is unrelated to loading AutoImageProcessor from URL." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Different video bugs in different models: Qwen3OmniMoe processing error vs Qwen3-vl embedding StopIteration." + "reason": "Different bugs in different components: Qwen3Moe FP8 config vs CLIPTokenizer max_length." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated defects." + "reason": "Qwen3 MoE loading/conversion and Smollm3 RoPE-layer dropping are unrelated." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Both are video-related, but the affected models and failure modes differ enough that they do not look like the same bug." + "reason": "Both are multimodal input bugs, but the symptoms and model families differ: Qwen video regression vs Kosmos2.5 long-OCR index error." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The Qwen video-input pair 44479 \u2194 45381 looks grounded, but the output overreaches by folding 43329 into the same duplicate cluster. 43329 is a different bug report about undefined helpers in `_get_num_multimodal_tokens`, and the packet does not provide enough evidence to treat it as the same underlying regression as 44479/45381. The summary should stay more conservative about that linkage." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5520,7 +5542,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:28282", "issue:34567", @@ -5546,10 +5568,10 @@ "issue:43994", "issue:44062", "issue:44291", - "issue:44484", + "issue:44479", "issue:44488", + "issue:44560", "issue:44589", - "issue:44704", "issue:44737", "issue:44756", "issue:44792", @@ -5571,20 +5593,22 @@ "issue:45823" ], "soft_pairs": [ + "issue:43540|issue:44560", + "issue:43540|issue:44479", "issue:43257|issue:43696", "issue:43577|issue:45072", "issue:45137|issue:45405", "issue:38175|issue:44898", "issue:44737|issue:45588", + "issue:44062|issue:44991", "issue:43742|issue:44291", "issue:43540|issue:45823", - "issue:44062|issue:44991", "issue:43906|issue:45381", "issue:43646|issue:43749", - "issue:43749|issue:44756", + "issue:44062|issue:45081", "issue:43643|issue:45375", + "issue:43749|issue:44756", "issue:34567|issue:36331", - "issue:44062|issue:45081", "issue:43493|issue:43994", "issue:36010|issue:42175", "issue:42175|issue:43824", @@ -5595,209 +5619,220 @@ "issue:28282|issue:34689", "issue:43756|issue:45325", "issue:45042|issue:45081", - "issue:45405|issue:45600", "issue:43742|issue:44589", - "issue:44484|issue:44704" + "issue:45405|issue:45600" ], - "prepared_review_unit_hash": "50b35945dd44a2226c0b34791e6343b95d41d76cf85109a8be0150baea92246e", + "prepared_review_unit_hash": "7357582421def44df243ae0836299dba50a9a887ed2a79dd66ba9fc75f4c22fd", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35414, - "estimated_input_tokens": 8854, - "estimated_eval_tokens": 17964 + "soft_pair_count": 28, + "serialized_chars": 35748, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "One plausible duplicate pair stands out around SigLIP2; the rest look like distinct bugs or unrelated regressions across different models and code paths.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43493 is the more root-cause-oriented SigLIP2 report; it describes the underlying HF-vs-JAX implementation discrepancy rather than just one downstream symptom.", + "summary": "Most items are unrelated bug reports. Only one soft duplicate is actually accepted: the SigLIP2 discrepancy pair (issue:43493 / issue:43994). The Qwen video-input reports are related thematically, but this packet does not support accepting them as duplicates here. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the strongest representative issue because it is an explicit regression report with a clear affected release and model family, making it a good cluster anchor among mostly one-off bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the best representative issue in this cluster because it is the clearest, most general statement of the shared SigLIP2 bug.", + "best_issue_reason": "issue:44479 is the best standalone issue artifact: it is regression-focused, clearly scoped, and broadly representative without overcommitting to duplicate status for the other Qwen reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-input failures, but they describe different models and different failure modes (ValueError vs StopIteration), so they are not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same general area, but 43540 is Qwen3OmniMoe-specific while 44479 is a broader 5.3.0 regression across several Qwen video models; the concrete failure described is not the same." + }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Different failures: Qwen3 MOE weight conversion vs GPT-oss OOM." + "reason": "Different problems entirely: Qwen3 MOE weight conversion under accelerate/deepspeed vs GPT-oss OOM." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both involve dtype issues, but they are different models and different inference paths." + "reason": "Both mention dtype handling, but they affect different model families and different code paths; not the same bug." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump." + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version-bump issue are unrelated." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different vision-model bugs with different symptoms and code paths." + "reason": "Different models and symptoms: SigLIP2 zero-probability outputs vs Perceiver non-default-resolution failure." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU allocation bug is unrelated to flash-attention handling of s_aux=None." + "reason": "XLNet CPU-device bug and flash-attention sinkless-model AttributeError are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizers AddedToken argument duplication is unrelated to the est-roberta tokenizer loading failure." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Model-loading key error and init_empty_weights/_is_hf_initialized TypeError are different issues." + "reason": "Both are loading-time errors, but one is a MobileLLM key error and the other is an init_empty_weights API mismatch; different root causes." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Different multimodal/device-mapping failures; no concrete shared bug path." - }, - { - "left": "issue:44062", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading failures, but the errors and models are different." + "reason": "Qwen3OmniMoe video-input error and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "Same general Qwen2.5-VL area, but the evidence is too weak to say it is the same underlying bug." + "reason": "The isolated reproduction of another issue and the Qwen2.5-VL video position-id regression are not clearly the same bug." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model init regression and FSDP CPU RAM efficient loading are unrelated." + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different failure modes." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Both are loading/memory-related, but the specific failures and fix directions differ." + "reason": "AddedToken special-kwarg duplication and the Mistral regex patch crash are unrelated." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Generic AutoConfig missing-fields behavior is not the same as one config field being dropped for a specific model." + "reason": "Both involve config fields being absent, but they concern different models and different loading paths; not enough evidence they are the same bug." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are distinct training bugs." + "reason": "FSDP loading regression and Strix Halo mmap OOM are different issues." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Different tokenizer crashes with different triggers and stack paths." + "reason": "TrainerState token tracking and CustomTrainer compute_loss signature mismatch are separate trainer bugs." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both describe the same SigLIP2 implementation problem; 43994 is a downstream symptom of the discrepancy reported in 43493." + "reason": "Both report the same SigLIP2 implementation problem: HF outputs are wrong/nonsensical compared with expected behavior, and the JAX-vs-HF discrepancy matches the user-facing bad results." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "Importing GenerationMixin and missing tensorflow in a torch install are unrelated." + "reason": "GenerationMixin import failure and missing TensorFlow backend in the torch extra are unrelated packaging/import problems." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Backend packaging and missing Qwen2_5_VL export are different problems." + "reason": "The TensorFlow-backend packaging issue is unrelated to the Qwen2.5-VL import error." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but there is no clear shared concrete bug or code path." + "reason": "gguf_file loading breakage and a specific model load failure for cjvt/sleng-bert are not the same underlying bug." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights type handling and AutoImageProcessor-from-URL loading are unrelated." + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal model failures; not the same change or bug." + "reason": "A janus image-generation test failure and a Phi-4 multimodal model load failure are different model-specific issues." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "ImageProcessor label reduction bug is unrelated to sequence-classification loss behavior." + "reason": "BeitImageProcessorFast label reduction and zero-loss sequence-classification behavior are different code paths and symptoms." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch dependency and Llama 3.2 Vision loading regression are different issues." + "reason": "PyTorch import availability and TrainerState token-count tracking are unrelated." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both mention RoPE, but they affect different models and different logic." + "reason": "Smollm3 RoPE-layer dropping and Qwen2.5-VL temporal position-id scaling are different model-specific bugs." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency regression is unrelated to Mistral regex patching." + "reason": "Torchvision dependency in PIL image processors is unrelated to the Mistral regex crash." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "PEFT version requirement and auto_mappings CI breakage are unrelated." + "reason": "MobileLLM key error and Float8 storage import/type error are different loading failures." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "MobileLLM load failure and float8 storage lookup failure are not clearly the same bug." + "reason": "An unreleased PEFT version bump and a removed-config CI break are unrelated." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Shard size policy question and AutoProcessor kwarg forwarding are unrelated." + "reason": "A janus image-generation test failure and a Phi-4 multimodal model load failure are different model-specific issues." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is conservative and grounded in the packet. The SigLIP2 pair (43493/43994) is the only plausible duplicate callout and the rest of the soft-edge rejections avoid overclaiming shared bugs across different models/code paths." + "accept": false, + "feedback": "The issue-level classification is mostly grounded, but the summary is not fully consistent with the packet. In particular, it says two soft duplicates are plausible, yet only one soft pair is actually accepted, and the claimed Qwen video-input duplicate is not supported by an accepted verdict in the soft-edge list. That makes the summary a bit overconfident and not fully conservative. The canonical issue choice is reasonable, but I would reject until the soft-edge summary matches the actual verdicts more precisely." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5813,7 +5848,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:24643", "issue:28282", @@ -5834,18 +5869,18 @@ "issue:43688", "issue:43697", "issue:43720", - "issue:43742", "issue:43819", "issue:43906", - "issue:43927", "issue:44361", "issue:44442", "issue:44464", "issue:44466", + "issue:44484", "issue:44514", "issue:44561", "issue:44568", "issue:44625", + "issue:44704", "issue:44743", "issue:44811", "issue:44821", @@ -5865,262 +5900,252 @@ "issue:45823" ], "soft_pairs": [ + "issue:44484|issue:44704", "issue:43697|issue:45216", "issue:43531|issue:44821", - "issue:28282|issue:29127", "issue:44514|issue:45381", - "issue:44625|issue:44877", + "issue:28282|issue:29127", "issue:43582|issue:44977", - "issue:43720|issue:44898", "issue:43643|issue:44561", - "issue:43452|issue:43577", + "issue:44625|issue:44877", + "issue:43720|issue:44898", "issue:42175|issue:44938", - "issue:44466|issue:45005", + "issue:43452|issue:43577", "issue:44514|issue:45290", "issue:43452|issue:44843", - "issue:43819|issue:44811", + "issue:44466|issue:45005", "issue:41762|issue:44936", "issue:43295|issue:45356", + "issue:43819|issue:44811", "issue:43653|issue:44568", - "issue:24643|issue:29127", "issue:44936|issue:45823", - "issue:38175|issue:43295", - "issue:44361|issue:44442", + "issue:24643|issue:29127", "issue:43653|issue:44361", + "issue:44361|issue:44442", "issue:30064|issue:33666", - "issue:44464|issue:44743", + "issue:38175|issue:43295", "issue:43577|issue:43697", + "issue:44464|issue:44743", "issue:44843|issue:44991", "issue:41720|issue:43906", "issue:44977|issue:45356", - "issue:43688|issue:45440", - "issue:43531|issue:43742", - "issue:43653|issue:43927" + "issue:43688|issue:45440" ], - "prepared_review_unit_hash": "31cc4f7b494609c050a3ade175c3111720fd2a0c4b2bcf0cba36d174f2d69dce", + "prepared_review_unit_hash": "1e55996ba7e72f3004dbae760b2638b5e1358380ff8c9ac0b9bddce2b775f958", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37151, - "estimated_input_tokens": 9288, - "estimated_eval_tokens": 18832 + "soft_pair_count": 30, + "serialized_chars": 36836, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and not a strong duplicate set. The only plausible duplicate-style overlap is the v5 tied-weights regression pair (44466/45005); the rest are model- or subsystem-specific and look distinct.", - "confidence": 0.54, - "canonical_issue_reason": "Issue 45005 is the best umbrella candidate because it describes the broader v5 tied-weights regression theme, which can reasonably subsume the more specific device-dependent lm_head.weight serialization problem in 44466.", + "summary": "This cluster is mostly heterogeneous. The soft links are driven by superficial topic overlap (tokenizers, v5 regressions, Qwen/DeepSpeed, tied weights), but none looks like the same concrete bug/change with enough confidence to merge.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the items cover many unrelated regressions across loading, tokenization, generation, device mapping, and model-specific behavior.", "canonical_pr_reason": null, - "best_issue_reason": "45005 is the most general and likely hub-like report in this set, with the clearest overlap to another issue in the cluster and the broadest chance of representing the underlying bug family.", + "best_issue_reason": "Issue 44466 is the most concrete, self-contained regression report and the closest thing to a representative bug, but it is still not a clear duplicate anchor for the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Different bugs: shard size default versus kwargs not forwarded to cached_file." + }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Both are regressions in v5, but one is RTDetrV2 output drift and the other is Qwen3.5 save_pretrained corruption; different model paths and symptoms." + "reason": "Unrelated model regressions: RTDetr output drift vs Qwen3.5 checkpoint saving." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated code paths." - }, - { - "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "ImportError about missing PyTorch and a LayoutLMv3 boxes validation message are different failure classes." + "reason": "Different areas and failure modes: Qwen3-MoE sliding window vs AutoImageProcessor URL loading." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; not the same bug." + "reason": "Same model family, but different code paths: chat-template batching crash vs video position IDs." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are separate config issues." + "reason": "Completely unrelated: missing PyTorch import vs LayoutLMv3 box-content error messaging." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation are unrelated." + "reason": "Different subsystems: Apple Silicon warmup TypeError vs Qwen3.5 flash-attention generation." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver position-encoding on non-default resolution are different model-specific failures." + "reason": "Both involve trust_remote_code, but one is missing fields and the other is a v5 API removal breakage." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "One is missing fields from AutoConfig with trust_remote_code, the other is a v5 break from removing is_torch_fx_available; same area, different bug." + "reason": "Different model/config bugs: Qwen3.5 num_labels propagation vs granite_speech strict config loading." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "gguf_file loading regression and BLIP2 dtype propagation are unrelated." + "reason": "Unrelated failures: BitNet packed-weight loading vs Perceiver interpolation on non-default resolution." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Packaging/backend dependency issue versus Python 3.14 import/load failure; not the same underlying bug." + "reason": "No overlap in bug mechanism: packaging backend composition vs Python 3.14 import/load failure." }, { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both point to a v5 tied-weights regression; 44466 is a specific device-dependent lm_head.weight serialization symptom, while 45005 describes the broader tied-weights problem on translation models." + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different problems: gguf_file loading breakage vs BLIP2 dtype propagation." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are apply_chat_template crashes, but one is batched padding=False and the other is assistant tool-call messages with no content; distinct triggers." + "reason": "Both touch apply_chat_template, but the crashes are triggered by different inputs and likely different fixes." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file tokenizer/model loading and offline mistral regex patch behavior are different issues." + "reason": "Tokenizer loading issues, but one is gguf_file handling and the other is offline Mistral regex patching." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "DAC from_latents vs forward mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "Both mention tied weights in v5, but one is device-dependent lm_head serialization and the other is a translation-model report." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate after train are different training/runtime bugs." + "reason": "Different failure classes: DeepSpeed ZeRO-3 load-time IndexError vs train/evaluate lifecycle failure." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "These are different regressions: processor.tokenizer/image passthrough versus Kimi-K2.5 codec-handling/tokenizer warning behavior." + "reason": "Both are regressions, but they concern different processors/tokenizers and different symptoms." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "BigBirdTokenizer special-token registration and mdeberta add_special_tokens BOS/EOS behavior are separate tokenizer implementations and symptoms." + "reason": "No shared code path: DAC latent reconstruction vs Whisper batch_decode skipping special tokens." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-information validation are not the same bug." + "reason": "Both are special-token-related, but the underlying tokenizer bugs are different." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "trainer.evaluate failing after train and Gemma4 PLE device mismatch during forward are different code paths." + "reason": "Unrelated: trainer post-train evaluation issue vs Gemma4 device-map forward mismatch." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Siglip2 zero probabilities and the processor.tokenizer regression are unrelated." + "reason": "Different errors and components: DeepSpeed training weight shape vs LayoutLMv3 error clarity." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "MLukeTokenizer AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer-loading bugs." + "reason": "Different tokenizers and failures: BigBird special-token registration vs MLuke task-time AttributeError." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "BigBird special-token decoding and MLukeTokenizer AttributeError do not share the same failure mechanism." + "reason": "Both tokenizer-related, but one is an AttributeError in tasks and the other is a tokenizer class loading failure." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + "reason": "Unrelated image-segmentation processor bug vs Qwen2-VL multi-GPU training issue." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset in modular_qwen3_5.py are different generation/caching bugs." + "reason": "Different model families and symptoms: zero probabilities vs processor/tokenizer regression." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "BLIP2 dtype staying float32 and RTDetrV2 output drift are unrelated." + "reason": "Different regressions: BLIP2 dtype handling vs RTDetr output divergence." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both generation/cache-related, but one is compiled-forward chunked generation and the other is recurrent-state reset logic." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info patching and est-roberta tokenizer loading regression are different tokenizer-path issues." + "reason": "Different tokenizer-loading regressions with different root causes and models." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and a reproduction of another issue are not enough to establish the same bug here." + "reason": "The second is only an isolated reproduction reference; the reported failures do not clearly match." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and codec handling / warning regression are distinct symptoms." + "reason": "Unrelated: flash-attention generation failure vs tokenizer codec/warning regression." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization in OLMoE/GPT OSS and DeepseekV3MoE divergence are both MoE-related but not the same concrete bug." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3-MoE sliding_window issue and MobileLLM key error are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and DiaConfig token-ID persistence are different issues." + "reason": "Both concern MoE models, but one is auxiliary-loss normalization and the other is DeepSeekV3 implementation parity." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted overlap, 44466/45005, is supported by the titles and the soft similarity signal, and the rest of the verdicts appropriately avoid overclaiming same-bug status for superficially related issues." - }, - "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 }, @@ -6132,10 +6157,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:28282", "issue:32090", @@ -6156,10 +6181,12 @@ "issue:43493", "issue:43504", "issue:43525", + "issue:43531", "issue:43550", "issue:43572", "issue:43577", "issue:43606", + "issue:43653", "issue:43688", "issue:43720", "issue:43742", @@ -6177,283 +6204,288 @@ "issue:44821", "issue:44849", "issue:44913", - "issue:44964", "issue:44977", "issue:45325", "issue:45357", - "issue:45405", "issue:45588", "issue:45704", "issue:45812" ], "soft_pairs": [ - "issue:43577|issue:45588", + "issue:43653|issue:43927", + "issue:43531|issue:43742", "issue:44464|issue:44977", "issue:43550|issue:43927", + "issue:43577|issue:45588", "issue:43550|issue:44361", - "issue:43504|issue:43720", "issue:43504|issue:43550", + "issue:43504|issue:43720", "issue:32090|issue:34567", + "issue:43122|issue:43906", "issue:43504|issue:44610", "issue:32090|issue:33666", "issue:28282|issue:35141", - "issue:43122|issue:43906", "issue:43452|issue:44451", "issue:44568|issue:45812", - "issue:43688|issue:43749", "issue:44849|issue:45357", "issue:43742|issue:44821", "issue:41720|issue:44464", "issue:43329|issue:45325", + "issue:43688|issue:43749", "issue:33666|issue:36010", + "issue:43756|issue:44913", "issue:43493|issue:43825", "issue:43525|issue:43572", - "issue:43756|issue:44913", - "issue:43262|issue:43295", - "issue:43720|issue:43927", "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43262|issue:43295", "issue:28282|issue:32090", "issue:28282|issue:33357", - "issue:43334|issue:43572", "issue:43577|issue:44554", - "issue:43688|issue:45704", "issue:43720|issue:44361", + "issue:43334|issue:43572", "issue:33666|issue:36331", - "issue:39692|issue:43493", - "issue:44964|issue:45405" + "issue:43688|issue:45704", + "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "08788a810f44cb471be56a07b7372cc17e7c98eca98fb6a1a79870c6a05f66aa", + "prepared_review_unit_hash": "2998eb870105b853940b7dd2d85fd02b0233a995049b73b7b27ffb1fb03b4d90", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38164, - "estimated_input_tokens": 9541, - "estimated_eval_tokens": 19338 + "soft_pair_count": 35, + "serialized_chars": 38457, + "estimated_input_tokens": 9615, + "estimated_eval_tokens": 19486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers issues grouped only by loose embedding similarity. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43927 is the clearest representative of the small token/config regression subset: a concrete save/load bug with an explicit runtime failure, and it sits near several similarly themed serialization/token-ID issues.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, trainer, multimodal, config, and runtime issues. No pull requests are present. I would keep a tokenizer-regression issue as the most representative anchor, but the soft links do not look like true duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45812 is the strongest cluster anchor: it describes a broad, user-impacting tokenizer regression across all Granite models, with clear repro and recent activity. The rest of the cluster is too diverse to justify a narrower canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43927 is the best single issue representative of the cluster because it is specific, high-signal, and closest to the recurring save/load/tokenization regression theme without being overly broad.", + "best_issue_reason": "Issue 45812 is the best single representative of the cluster\u2019s most general pattern (silent tokenizer regression), and it is more broadly framed than the other tokenizer-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Different problem spaces: Blip2 dtype handling vs flash-attention crash on sink-less models." + "reason": "Different bug classes: BigBird special-token decode issue vs. DiaConfig save/load token-ID loss." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading/training failures, but they affect different models and different failure paths." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to Qwen3.5 flash-attention output issues." + "reason": "Different generation regressions: compiled forward chunking vs flash-attention behavior in Qwen3.5." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is a model execution bug, while DiaConfig is a save/load token-ID regression." + "reason": "Bamba compile/SDPA failure is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype-loading issue and flash_attention s_aux=None crash are distinct code paths." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Torch.compile + SDPA failure does not match MLukeTokenizer task-time AttributeError." + "reason": "Torch.compile/SDPA failure is unrelated to CustomTrainer.compute_loss signature mismatch." }, { "left": "issue:43504", - "right": "issue:43720", + "right": "issue:43550", "accept": false, - "reason": "Legacy field loading for Beit semantic segmentation is unrelated to BitNet packed-weight loading during accelerate init." + "reason": "Legacy-field load failure for Beit is unrelated to Bamba compile/SDPA." }, { "left": "issue:43504", - "right": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Different concrete failures: pretrained model preset load vs compile-time SDPA failure." + "reason": "Different model families and different loading failures; not the same underlying bug." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to TrainerState token-count tracking." + "reason": "Trainer broadcast TypeError and TrainerState token counter not updating are separate Trainer bugs." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "43906 is only a reproduction pointer to another issue; no evidence it is the same tokenizer bug as 43122." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit loading bug does not match OmDet processor/model input-size mismatch." + "reason": "Beit legacy-field loading issue is unrelated to OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "NoneType GPU broadcast error is unrelated to Qwen2-VL multi-GPU training behavior." + "reason": "Trainer GPU broadcast failure and Qwen2-VL multi-GPU training are different problems." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "PyTorch import error and embedding reinitialization are distinct issues." - }, - { - "left": "issue:43122", - "right": "issue:43906", - "accept": false, - "reason": "Tokenizer output changes across versions are not the same as the isolated reproduction of a separate regression." + "reason": "PyTorch import error and embedding reinitialization in post_init are unrelated." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loader breakage is not the same as inability to load a specific model checkpoint." + "reason": "Both are load/import failures, but for different models and different root causes." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "mdeberta special-token regression and Granite token-ID regression are both tokenizer bugs, but they affect different model families and failure modes." - }, - { - "left": "issue:43688", - "right": "issue:43749", - "accept": false, - "reason": "Auxiliary-loss normalization is unrelated to FSDP CPU RAM efficient loading." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs for Granite models." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Hidden-states output bug in Qwen3.5 is different from incorrect visual encoder keys on save_pretrained." + "reason": "Qwen3.5 hidden-states bug and save_pretrained visual-key regression are distinct issues." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key error is unrelated to loading AutoImageProcessor from a URL." + "reason": "MobileLLM key error and AutoImageProcessor-from-URL loading are unrelated loading failures." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is not the same as chunked generation with compiled forward." + "reason": "CUDA assert with auto device mapping is not the same as inconsistent chunked generation under compiled forward." }, { "left": "issue:43329", "right": "issue:45325", "accept": false, - "reason": "Undefined video-branch variables in multimodal token counting are unrelated to rope-index scaling in Qwen2.5-VL." + "reason": "Undefined helpers in multimodal token counting are unrelated to Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different training/runtime problems." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to GenerationMixin import failure." + "reason": "Multi-GPU training request for Qwen2-VL and GenerationMixin import error do not share a concrete code path." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GPTNeoX rotary_pct reload bug are different configuration issues." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as a pipeline error-message issue." + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as the pipeline() translation-task error message regression." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Llama4Config missing pad_token_id and StableLmConfig missing pad_token_idx are similar-looking but distinct config regression reports." + "reason": "Similar symptom class, but different model configs and different missing fields (pad_token_id vs pad_token_idx)." }, { - "left": "issue:43756", - "right": "issue:44913", - "accept": false, - "reason": "Smollm3 RoPE-layer mismatch is unrelated to GPTNeoX rotary_pct persistence on reload." - }, - { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Audio processor sampling-rate defaulting is unrelated to processor.tokenizer regression with images in v4.57.5." + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token-ID loss." }, { "left": "issue:43720", - "right": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading failure in BitNet is a different code path from DiaConfig token-ID persistence." + "reason": "BitNet packed-weight loading failure is unrelated to CustomTrainer.compute_loss keyword mismatch." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to config/token-ID save-load corruption." + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer regression are distinct processor bugs." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch import missing and NoneType GPU broadcast are unrelated startup/runtime errors." + "reason": "PyTorch import failure and Trainer broadcast NoneType error are unrelated." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch import and MacOS bus error on CLIP model are different failure modes." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-VL pad_token_id attribute error and StableLmConfig pad_token_idx issue are different model/config regressions." + "reason": "AutoModel import error and Mac bus error with CLIP on 4.43.0 are different failure modes." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype persistence is unrelated to the MPS attention correctness issue." + "reason": "Blip2 dtype loading and MPS attention correctness issue are unrelated." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Aux-loss normalization bug is unrelated to the T5 apex RMSNorm memory leak." + "reason": "BitNet loading bug and Trainer compute_loss signature bug do not match." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to MLukeTokenizer task AttributeError." + "reason": "Qwen3-VL pad_token_id AttributeError and StableLm pad_token_idx regression are separate config issues." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training issue is unrelated to CustomTrainer.compute_loss signature mismatch." + "reason": "Qwen2-VL multi-GPU training and compute_loss num_items_in_batch error are different trainer/model workflows." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "SigLIP2 documentation errors are unrelated to the SigLIP2 HF/JAX implementation discrepancy." + "reason": "Aux-loss normalization bug and T5 apex FusedRMSNorm memory leak are unrelated." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Phi-4 multimodal load failure is unrelated to the PEFT minimum-version bump problem." + "reason": "SigLIP2 docs example errors are unrelated to the HF-vs-JAX implementation discrepancy." } ] }, @@ -6475,7 +6507,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:33357", "issue:33666", @@ -6484,6 +6516,7 @@ "issue:43278", "issue:43295", "issue:43299", + "issue:43334", "issue:43493", "issue:43504", "issue:43540", @@ -6502,7 +6535,6 @@ "issue:44291", "issue:44361", "issue:44423", - "issue:44464", "issue:44466", "issue:44479", "issue:44488", @@ -6513,6 +6545,7 @@ "issue:44734", "issue:44792", "issue:44843", + "issue:44964", "issue:44977", "issue:45083", "issue:45200", @@ -6520,230 +6553,236 @@ "issue:45290", "issue:45405", "issue:45520", - "issue:45584", "issue:45701", "issue:45759", "issue:45823" ], "soft_pairs": [ - "issue:44479|issue:44625", + "issue:44964|issue:45405", "issue:43540|issue:44977", "issue:43493|issue:43844", + "issue:44479|issue:44625", + "issue:43334|issue:45759", "issue:43756|issue:45083", - "issue:43278|issue:43844", "issue:45200|issue:45229", - "issue:43257|issue:43299", + "issue:43278|issue:43844", "issue:44488|issue:44843", - "issue:43824|issue:44589", + "issue:43257|issue:43299", "issue:43646|issue:44466", - "issue:43688|issue:45701", + "issue:43824|issue:44589", "issue:45229|issue:45823", - "issue:39692|issue:43295", + "issue:43688|issue:45701", "issue:44589|issue:45520", - "issue:33357|issue:33666", + "issue:39692|issue:43295", "issue:43504|issue:43606", - "issue:44423|issue:44734", + "issue:33357|issue:33666", "issue:43572|issue:44291", + "issue:44423|issue:44734", "issue:43927|issue:44361", "issue:43504|issue:43653", - "issue:44625|issue:45759", "issue:43575|issue:45405", + "issue:44625|issue:45759", "issue:43606|issue:44112", "issue:44792|issue:45405", "issue:43994|issue:44493", - "issue:44464|issue:45584", "issue:44521|issue:45290" ], - "prepared_review_unit_hash": "1efbab03830f5bc20fbe53aee56b1d2d75ce6e1e948de6a3e1e6b11bc9e9755a", + "prepared_review_unit_hash": "92add81809984e438cce90ae1c25a15039dc7e5caa6d952cc6aaa86fe397716d", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35363, - "estimated_input_tokens": 8841, - "estimated_eval_tokens": 17938 + "soft_pair_count": 28, + "serialized_chars": 35699, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it\u2019s a collection of mostly unrelated Transformers issues spanning many models and features (multimodal chat templates, Qwen/Gemma/SigLIP regressions, config loading, serving, device placement, tokenization, and training).", - "confidence": 0.94, - "canonical_issue_reason": "No true canonical issue: the items span many distinct bugs and regressions, not one underlying defect.", + "summary": "This cluster is mostly a grab-bag of unrelated model-loading, multimodal, tokenizer, and CI/runtime regressions. The only recurring theme is Qwen/multimodal config plumbing, but the soft-edge pairs still look like distinct bugs rather than mergeable duplicates.", + "confidence": 0.46, + "canonical_issue_reason": "issue:45759 is the most representative of the recurring Qwen multimodal config-loading theme and is a concrete, well-scoped regression that aligns with several nearby config-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest representative report ('Transformers 5.0.0 breaks custom model initialization'), but it still does not subsume the other issues.", + "best_issue_reason": "issue:45759 is the best single representative because it captures a central, user-facing multimodal configuration bug rather than a narrow model-specific failure or a test/CI symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Same general model family, but different failures: a video-input regression versus missing num_labels propagation." + "reason": "Phi-4 multimodal loading vs an unreleased PEFT version bump; unrelated failures." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Different models and different code paths: Qwen3OmniMoe video parsing versus Qwen3.5 flash-attention generation." + "reason": "Different Qwen models and different code paths: video preprocessing ValueError vs flash-attention generation behavior." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Unrelated problems: SigLIP2 implementation mismatch versus ZeRO-3 gradient inflation." + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient growth are separate problems." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Different architectures and bugs: Smollm3 RoPE-layer handling versus a Qwen3 Omni MoE feature-extraction helper issue." + "reason": "Both are Qwen-related, but one is a video-input regression and the other is config propagation for num_labels; not the same bug." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen config/loading, but one is missing pad_token_id and the other is text_config unwrapping; distinct concrete failures." + }, + { + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Embedding dtype drift and ZeRO-3 gradient behavior are not the same underlying bug." + "reason": "Smollm3 RoPE-layer issue and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Both Gemma4-related, but one is config defaulting for fine-tuning and the other is multi-GPU OOM during inference." + "reason": "Text-only mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are different issues." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Both concern Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a v5 loading regression for Qwen3VL MoE." + "reason": "Embedding dtype drift and ZeRO-3 gradient inflation are not the same underlying defect." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A specific model failing to load is not the same as offline-mode breakage from an unconditional hub lookup." + "reason": "Different model-loading failures: one specific model won't load, the other is an offline-mode bug in model_info calls." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Different model families and failures: import resolution versus missing Float8 storage type." + "reason": "Both mention Qwen3 MoE loading, but one is weight conversion with accelerate/deepspeed and the other is a dev-version load regression." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is custom model initialization and the other is device-dependent lm_head serialization." + "reason": "Custom model init breakage and lm_head serialization inconsistency are separate bugs." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Aux-loss normalization and tokenization-version behavior are unrelated." + "reason": "Importing Qwen2.5-VL and Float8 storage lookup are unrelated failures." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Same Gemma4 area, but OOM from multi-GPU inference is not the same as a device mismatch in forward." + "reason": "Gemma4 OOM during inference vs device mismatch in forward pass are different concrete problems." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Both mention multimodal processor usage, but one is a docs/example problem and the other is a regression in custom model code." + "reason": "Aux-loss normalization and tokenization changes do not share the same code path." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different compatibility issues: a Float8 storage import/type error versus a Python 3.13 flash_attn key error." + "reason": "Float8 storage error and flash_attn import key error are unrelated." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Completely different subsystems and models: CLIP bus error on macOS versus Qwen2-VL multi-GPU training." + "reason": "Both touch multimodal/model-processor behavior, but one is a docs example mismatch and the other is a runtime API regression." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Different bugs in different models: BEiT preset loading versus Bark CPU-offload device mismatch." + "reason": "Legacy field loading for Beit and CPU-offload device mismatch for bark-small are unrelated." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Both are serve-related, but one crashes in multimodal continuous batching and the other in KV-cache continuation indexing." + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are completely different issues." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both touch 5.0 compatibility, but one is a missing config field and the other is an unexpected init_empty_weights argument." + "reason": "Config missing pad_token_idx and unexpected _is_hf_initialized argument are both init/config regressions but not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Different serve crashes with different failure modes and tensor paths." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer/config errors, but they affect different models and distinct failure modes." + "reason": "DiaConfig save/load token ID loss and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Unrelated issues: BEiT legacy-field loading versus BigBirdTokenizer special-token registration." + "reason": "Beit legacy field loading and BigBirdTokenizer special-token registration are different issues." }, { - "left": "issue:44625", - "right": "issue:45759", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Both involve Qwen composite configs, but one is num_labels propagation and the other is AutoModelForCausalLM config unwrapping." + "reason": "Tensor-parallel OOM and an unreleased dependency bump are unrelated." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:44625", + "right": "issue:45759", "accept": false, - "reason": "TP OOM and a PEFT version bump are entirely unrelated." + "reason": "Both are Qwen3.5 config-plumbing issues, but num_labels propagation and text_config unwrapping are different concrete bugs." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Same offload/device-testing theme, but different models and different failures." + "reason": "A runtime device mismatch and a stale CI test are not the same underlying issue." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure is unrelated to the PEFT release version issue." + "reason": "Janus image-generation test failure and PEFT version pinning are unrelated." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Different bugs: SigLIP2 output quality versus unexpected position-id keys across models." - }, - { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Both are generation bugs, but compiled-forward chunked generation and Whisper empty-transcription handling are distinct." + "reason": "SigLIP2 wrong outputs and unexpected position-id keys are distinct symptoms with different likely causes." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both use apply_chat_template, but one is assistant-mask generation and the other is tool-call/content handling." + "reason": "Both are apply_chat_template bugs, but one is zeroed assistant masks and the other is a crash on tool-call messages; not the same defect." } ] }, @@ -6765,7 +6804,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:15354", "issue:28218", @@ -6812,263 +6851,275 @@ "issue:45412", "issue:45446", "issue:45520", + "issue:45584", "issue:45701", "issue:45823" ], "soft_pairs": [ + "issue:44464|issue:45584", "issue:29942|issue:30333", "issue:43844|issue:44964", "issue:28218|issue:34567", - "issue:43688|issue:43873", - "issue:44554|issue:45446", "issue:45084|issue:45520", - "issue:15354|issue:38175", + "issue:44554|issue:45446", "issue:44568|issue:45701", + "issue:43688|issue:43873", + "issue:15354|issue:38175", "issue:43540|issue:45200", "issue:43232|issue:44849", - "issue:45072|issue:45198", "issue:45200|issue:45823", - "issue:43278|issue:43701", + "issue:45072|issue:45198", "issue:44315|issue:44849", + "issue:43278|issue:43701", "issue:28218|issue:33357", "issue:44554|issue:45356", - "issue:43295|issue:44610", "issue:45200|issue:45325", "issue:44466|issue:45127", - "issue:43334|issue:43525", + "issue:43295|issue:44610", "issue:44898|issue:45412", + "issue:43334|issue:43525", "issue:43493|issue:43701", "issue:37428|issue:43957", "issue:43572|issue:44987", - "issue:43873|issue:44464", "issue:43572|issue:43957", + "issue:43873|issue:44464", + "issue:43550|issue:43844", "issue:43295|issue:43450", "issue:43824|issue:43975", - "issue:43550|issue:43844", "issue:43295|issue:43873", - "issue:38175|issue:45412" + "issue:38175|issue:45412", + "issue:37428|issue:43824" ], - "prepared_review_unit_hash": "c67e75d3eb85bb1be7cd712af641fa49a730708edee8683a9fa35e539ffca2fb", + "prepared_review_unit_hash": "c31a2cb39eb5d09fd25d29784987fb76e469f03377241c42b17362cf42bd053f", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36520, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37688, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous mix of unrelated bug reports and regressions (tokenization, multimodal loading, generation, dtype, offloading, attention, etc.). The soft pairs are mostly superficial keyword overlap rather than the same underlying defect, so this cluster should not be collapsed into duplicates.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The cluster is mostly heterogeneous; nearly all pairs are unrelated regressions. The only plausible duplicate pair is the shared pad_token_id config-loading failure between 43334 and 43525.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43525 is the clearest concrete instance of the shared pad_token_id config regression and best represents the one plausible duplicate pair with 43334.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43525 is the most specific, user-facing report of the missing pad_token_id AttributeError, so it is the best issue anchor for deduping the only close match.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: compiled-forward inconsistency vs Whisper empty-transcription handling." + }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures vs MLflow reporting after training failure; different subsystems and failure modes." + "reason": "Unrelated CI/test failure and MLflow job-status reporting bug." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient anomaly vs Phi-4 multimodal loading failure; unrelated training stability vs model import/loading." + "reason": "ZeRO-3 gradient abnormality vs model loading failure; different code paths." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; both mention tokens but are different components and symptoms." + "reason": "Tokenizer spacing bug vs TrainerState token counter not updating." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Auxiliary loss normalization vs offloading with quantization; separate model-training math and inference/offload behavior." + "reason": "Template/compile error and flash_attn import error are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness issue vs PyTorch version check for AuxRequest import; unrelated attention kernel bug and import gating bug." + "reason": "MPS attention correctness issue vs PyTorch version check bug in flex_attention." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:44568", + "right": "issue:45701", "accept": false, - "reason": "Compile error on non-template nodes vs flash_attn KeyError on Python 3.13; different error paths and modules." + "reason": "Both involve tokenization, but the model/symptom differ too much to be the same bug." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "torch.jit.script GeneratorExp limitation vs SigLIP2 zero probabilities; no shared code path or bug type." + "reason": "Aux loss normalization bug vs quantization/offloading behavior." }, { - "left": "issue:44568", - "right": "issue:45701", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "add_special_tokens regression for one tokenizer vs broad tokenization differences across versions; too generic and not the same defect." + "reason": "TorchScript GeneratorExp export issue vs SigLIP2 zero-probability regression." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing ValueError in Qwen3OmniMoe vs Gemma4 text-only mm_token_type_ids defaulting; different model families and processing stages." + "reason": "Video-input processing error vs Gemma4 mm_token_type_ids defaulting issue." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "generation kwargs update after sync_gpus vs Qwen3.5 hidden_states bug; both in generation but distinct code paths and outputs." - }, - { - "left": "issue:45072", - "right": "issue:45198", - "accept": false, - "reason": "CI bfloat16 dtype mismatch vs Wav2Vec2 save/tokenization failure; both involve dtype-ish testing but not the same concrete bug." + "reason": "Generation kwargs update bug vs Qwen3.5 hidden_states output bug." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Defaulting mm_token_type_ids vs Gemma4 PLE device mismatch; same model family but different behavior and fix scope." + "reason": "Same model family, but the failures are different: token-type ids vs device-map forward mismatch." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Embedding dtype drift BF16->FP32 vs resume_from_checkpoint key mismatch; unrelated training/eval dtype and checkpoint key handling." + "reason": "Dtype mismatch CI issue vs Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application in model_init vs Qwen3.5 output_hidden_states bug; different features and failure conditions." + "reason": "Liger kernel application bug and hidden_states bug are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift vs resume_from_checkpoint key mismatch." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer added-space issue vs MacOS bus error on CLIP model; both are user-facing regressions but not the same problem." + "reason": "Tokenizer spacing issue vs Mac bus error on CLIP model loading." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness on value head dim mismatch vs Kimi-K2.5 tokenizer codec regression; unrelated backend math vs tokenizer logic." - }, - { - "left": "issue:43295", - "right": "issue:44610", - "accept": false, - "reason": "processor.tokenizer/images regression vs OmDet-Turbo processor image-size mismatch; both are processor bugs but different models and outputs." + "reason": "MPS attention correctness issue vs Kimi tokenizer codec regression." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 token-type defaults vs Qwen2.5-VL rope index temporal scaling; different multimodal internals and symptoms." + "reason": "Different multimodal tensor semantics: Gemma4 token-type ids vs Qwen2.5-VL rope indexing." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "lm_head.weight serialization inconsistency vs LoRA merge collapse after vocabulary extension; both weight-related but not the same serialization/training bug." + "reason": "Both mention tied weights, but one is serialization/device-dependent and the other is LoRA-merge collapse." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Qwen3-VL pad_token_id import error vs Llama4 pad_token_id missing; similar attribute name, but different configs and model families." + "reason": "Processor/tokenizer regression vs wrong default image resolution." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default resolution failure vs RT-DETR memory not released on delete; unrelated image-resolution handling and lifecycle/memory leak." + "reason": "Perceiver resolution failure vs RT-DETR memory leak." }, { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 HF vs JAX discrepancy vs resume_from_checkpoint key mismatch; different correctness domains with no shared code path." + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same missing pad_token_id config regression causing model loading AttributeErrors across different model classes." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "flash_attention_utils import error vs meta-device model loading breakage; both are loading regressions, but distinct import and initialization failures." + "reason": "Flash-attn import failure vs meta-device model-loading breakage." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLm missing pad_token_idx after v5 update vs loading physical-intelligence/fast on >=5.1.0; both version-related, but separate model-specific breakages." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as a broad transformers>=5.1 loading failure." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "These are different regressions with different failure modes and models." }, { "left": "issue:43873", "right": "issue:44464", "accept": false, - "reason": "quantization/offloading behavior vs inconsistent chunked generation with compiled forward; different subsystems and fixes." + "reason": "Quantization offloading behavior vs compiled-forward generation inconsistency." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "missing pad_token_idx in StableLmConfig vs meta-device loading regressions; both version regressions, but not the same bug." + "reason": "torch.compile/SDPA failure vs ZeRO-3 gradient blow-up." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "processor.tokenizer regression vs batched video processor shape bug; both processor-related, but different modalities and outputs." + "reason": "Different processor bugs: tokenizer/image handling vs batched video shape output." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "missing Qwen2_5_VL class import vs DeepSeek coder detokenization regression; import/export issue vs tokenizer behavior." - }, - { - "left": "issue:43550", - "right": "issue:43844", - "accept": false, - "reason": "torch.compile SDPA failure in Bamba vs ZeRO-3 gradient growth; both training/runtime bugs but entirely different mechanisms." + "reason": "Import failure for Qwen2.5-VL class vs DeepSeek detokenization regression." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "processor.tokenizer/images regression vs quantization offloading issue; separate processor API breakage and model loading/offload behavior." + "reason": "Processor regression and quantization offloading issue are unrelated." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 probability anomaly vs RT-DETR memory leak on deletion; unrelated model correctness and memory management bugs." + "reason": "SigLIP2 probability bug vs RT-DETR garbage-collection leak." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-attn import error and missing Qwen2.5-VL import are different problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted pair, 43334/43525, is supported by the shared pad_token_id AttributeError pattern in the titles, and the other soft-edge rejections are appropriately cautious rather than overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7080,17 +7131,15 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:37428", "issue:38175", "issue:42915", - "issue:43262", "issue:43278", - "issue:43295", "issue:43335", "issue:43425", "issue:43450", @@ -7107,18 +7156,19 @@ "issue:43856", "issue:43901", "issue:43931", - "issue:43994", "issue:44112", "issue:44206", "issue:44351", "issue:44360", "issue:44442", "issue:44448", + "issue:44462", "issue:44514", "issue:44521", "issue:44561", "issue:44610", "issue:44743", + "issue:44779", "issue:44792", "issue:44857", "issue:45083", @@ -7131,27 +7181,26 @@ "issue:45563", "issue:45584", "issue:45588", - "issue:45593" + "issue:45593", + "issue:45834" ], "soft_pairs": [ - "issue:44514|issue:44521", - "issue:43295|issue:43994", "issue:43278|issue:43856", + "issue:44514|issue:44521", + "issue:42915|issue:43824", "issue:44442|issue:45198", - "issue:37428|issue:43824", "issue:38175|issue:43493", - "issue:42915|issue:43824", "issue:43827|issue:43901", "issue:43653|issue:44112", "issue:43450|issue:43493", - "issue:43450|issue:43575", "issue:44792|issue:45563", "issue:44360|issue:44561", + "issue:43450|issue:43575", "issue:45127|issue:45245", "issue:43819|issue:45083", "issue:44206|issue:45584", - "issue:43262|issue:43450", "issue:43819|issue:44112", + "issue:43450|issue:45834", "issue:44610|issue:44857", "issue:37428|issue:43425", "issue:44857|issue:45593", @@ -7162,210 +7211,212 @@ "issue:45200|issue:45588", "issue:44448|issue:44743", "issue:37428|issue:44351", - "issue:43611|issue:43931" + "issue:43611|issue:43931", + "issue:44561|issue:44779", + "issue:44462|issue:44561" ], - "prepared_review_unit_hash": "57a3f901cc0b005a834a091fa200eedbd95da3af30fe871cafea3b30200a1bc7", + "prepared_review_unit_hash": "9e15eafff074840d447c9b3f441db51411a19f25af702ae0d0e9144da6fbb5ad", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35836, - "estimated_input_tokens": 8959, - "estimated_eval_tokens": 18174 + "serialized_chars": 35677, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it is a loose collection of unrelated issues spanning imports, multimodal/chat-template bugs, model loading, tokenizer behavior, and docs. All soft-similarity pairs look like false positives.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the items do not share one underlying bug or code path, so there is no true duplicate center in this cluster.", + "summary": "This cluster is a mixed bag of unrelated Transformers bug reports and regressions. Several items share broad themes like import/load breakages, chat-template issues, or model-specific failures, but none are the same concrete bug.", + "confidence": 0.86, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative only in a weak sense: it is active, well-discussed, and sits on the broad multimodal apply_chat_template path, but it still is not a duplicate of the other items.", + "best_issue_reason": "Issue 43824 is the strongest representative by signal (high discussion and inbound references) and frames a broad import-regression, but the cluster is too heterogeneous to treat it as a true canonical duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Same general apply_chat_template area, but one is a batched-padding crash and the other is zero assistant masks; different bug shapes." + "reason": "Both involve Qwen3 MoE, but one is an embedding dtype mismatch and the other is training memory usage; different failures." }, { - "left": "issue:43295", - "right": "issue:43994", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Different failures: custom model access to processor.tokenizer/images vs SigLIP2 output quality mismatch." + "reason": "Both touch chat template/batched multimodal flows, but one crashes on padding=False and the other returns empty assistant masks; not the same bug." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluate is unrelated to Qwen3 MoE memory usage." + "reason": "Different models and code paths: FineGrainedFP8Config failure vs an import error for Qwen2.5-VL." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer/loading problems, but they affect different models and different failure modes." - }, - { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different symbols and unrelated modules." + "reason": "Tokenizer loading for FastSpeech2Conformer is unrelated to Wav2Vec2 save/tokenization failures." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is HF-vs-JAX parity; not clearly the same bug." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to a missing Qwen2.5-VL export." + "reason": "Both mention SigLIP2, but one reports zero probabilities while the other is a JAX-vs-HF implementation discrepancy; not the same concrete defect." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they cover different pipeline deprecations and different APIs." + "reason": "Both are docs-related, but they concern different pipeline deprecations and behaviors." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale-device tests are unrelated." + "reason": "Different CI/test issues: BigBirdTokenizer special-token decoding vs a stale device override test in GraniteSpeech." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Video batch shape bug is unrelated to SigLIP2 model discrepancy." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Batched video processor shapes and tensor-parallel OOM are different subsystems and failures." + "reason": "Unrelated problems: batched video processor shape vs SigLIP2 output mismatch." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure and a paged-generate warning are not the same code-path bug." + "reason": "Different generate-path issues: a Janus image-generation test failure vs a stale warning in paged generate()." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer activation issue and removal of is_torch_fx_available affect different areas entirely." + "reason": "No shared bug: one is a DSA indexer discussion, the other is a v5 trust_remote_code breakage from a removed helper." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and tensor-parallel OOM are different issues." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse and category-count runtime limits are unrelated." + "reason": "LoRA/tied-embeddings collapse is unrelated to the categories-limit runtime error." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC STE mismatch and qwen3_omni_moe feature-length helper behavior are separate issues." + "reason": "Different helper/model bugs in different architectures; not the same underlying defect." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Feature-extractor argument crash and Whisper empty-transcription generation failure are different bugs." + "reason": "Audio feature extractor crash from unsupported args is unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and video batch-shape handling are unrelated multimodal bugs." + "reason": "DAC latent mismatch and GraniteSpeech CI device override are unrelated." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:43450", + "right": "issue:45834", "accept": false, - "reason": "DAC latent/forward mismatch has nothing to do with GraniteSpeech device override CI flakiness." + "reason": "Batched video-shape handling and Kosmos2.5 OCR index errors are different code paths." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different model-processing problems." + "reason": "Both are vision/detection bugs, but one is a processor size mismatch and the other is an AMP/CUDA loss crash." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing import symbol and Torch 2.10 compatibility are unrelated." + "reason": "An ImportError for a missing flash-attention symbol is not the same as a general Torch 2.10 incompatibility report." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA loss crash and missing auxiliary losses in D-FINE are different training bugs." + "reason": "Different D-FINE/LwDetr failures: AMP crash vs missing auxiliary losses." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype regression and pipeline error-message wording are unrelated." + "reason": "Embedding dtype drift and an incorrect pipeline error message are unrelated." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe length helper behavior are unrelated." + "reason": "CPU offload device mismatch and a Qwen3 Omni helper behavior issue are different bugs." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Sparse-layer config bug and torch.compile SDPA failure are different code paths." + "reason": "SwitchTransformers config misbuild and Bamba torch.compile/SDPA failure do not share the same code path." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video position IDs are separate multimodal issues." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are separate multimodal issues." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma token-type defaults and flash_attention s_aux handling are unrelated." + "reason": "Gemma 4 token-type defaults and flash_attention sinkless-model AttributeError are unrelated." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output drift and qwen3_5 recurrent-state reset bug are not the same issue." + "reason": "Pegasus v4/v5 output drift is unrelated to Qwen3_5 recurrent-state cache reset behavior." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: flash-support helper vs HybridCache." + "reason": "Both are ImportErrors, but for different missing symbols and different features." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are unrelated model-loading problems." + "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are distinct model-loading failures." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A removed helper breaking trust_remote_code is unrelated to Deepseek tokenizer output regression." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json being ignored is a different bug from the removed-is_torch_fx_available regression." } ] }, @@ -7387,7 +7438,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:28218", "issue:29127", @@ -7397,7 +7448,6 @@ "issue:35141", "issue:38175", "issue:39692", - "issue:40444", "issue:43335", "issue:43388", "issue:43504", @@ -7410,12 +7460,11 @@ "issue:43819", "issue:43927", "issue:44112", + "issue:44162", "issue:44206", "issue:44292", "issue:44448", - "issue:44462", "issue:44493", - "issue:44561", "issue:44568", "issue:44779", "issue:44855", @@ -7426,291 +7475,287 @@ "issue:45198", "issue:45229", "issue:45310", + "issue:45372", "issue:45459", "issue:45478", "issue:45491", "issue:45520", "issue:45563", + "issue:45588", "issue:45593", "issue:45698", "issue:45712", "issue:45803", - "issue:45823" + "issue:45823", + "issue:45834" ], "soft_pairs": [ "issue:39692|issue:43526", - "issue:43388|issue:43526", - "issue:44462|issue:44561", - "issue:44561|issue:44779", "issue:44206|issue:45823", + "issue:43388|issue:43526", "issue:43335|issue:43653", - "issue:43819|issue:44493", "issue:45310|issue:45478", + "issue:43819|issue:44493", "issue:43550|issue:44112", "issue:44855|issue:45083", - "issue:29942|issue:32090", + "issue:43335|issue:45083", "issue:43335|issue:43504", + "issue:29942|issue:32090", "issue:39692|issue:44493", - "issue:43335|issue:45083", "issue:44292|issue:45520", - "issue:38175|issue:44493", "issue:44448|issue:44779", + "issue:38175|issue:44493", "issue:28218|issue:35141", + "issue:44162|issue:45834", "issue:43335|issue:45072", - "issue:43335|issue:45593", "issue:43720|issue:44112", + "issue:43335|issue:45593", "issue:44977|issue:45229", + "issue:44568|issue:45491", "issue:44448|issue:44977", "issue:45459|issue:45712", - "issue:44568|issue:45491", "issue:43606|issue:44857", - "issue:45198|issue:45803", - "issue:29127|issue:32090", "issue:44857|issue:45072", - "issue:40444|issue:43526", - "issue:34689|issue:35141", + "issue:29127|issue:32090", "issue:43927|issue:45698", + "issue:45198|issue:45803", + "issue:44977|issue:45563", + "issue:45372|issue:45588", "issue:43701|issue:45083", - "issue:44977|issue:45563" + "issue:34689|issue:35141" ], - "prepared_review_unit_hash": "ca220442901ed4f7d6a3eec44c34c408eb57ccf993bc2a0c61727db37bf69c23", + "prepared_review_unit_hash": "0dd30ea4ab1f777d3dcbce1fcdc88c1f31d4c8cec5092326ec66291f6b326213", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37524, - "estimated_input_tokens": 9381, - "estimated_eval_tokens": 19018 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37843, + "estimated_input_tokens": 9461, + "estimated_eval_tokens": 19178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs span unrelated bugs, docs issues, tokenizer/model-loading regressions, and CI failures. The only clear duplicate is the two Qwen3.5 MoE from_pretrained reports; the rest should stay separate.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier report of the same Qwen3.5 MoE from_pretrained regression and has the fuller context; 45478 is a duplicate.", + "summary": "Most items are unrelated bug reports. The only clear duplicate pair is the repeated Qwen3.5 MoE `from_pretrained` regression (45310/45478), which should be merged; the rest are distinct issues across different models, subsystems, or failure modes.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the earlier, more detailed report of the duplicate Qwen3.5 MoE `from_pretrained` error; issue:45478 repeats the same problem with a shorter body.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest representative of the only true duplicate pair in this cluster and is the cleanest issue to anchor triage around.", + "best_issue_reason": "issue:45310 is the best issue candidate in this set because it is the clearest canonical target for the one true duplicate pair and has the fuller initial report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Different problems: SigLIP2 documentation example errors vs BeitImageProcessorFast label reduction bug." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Tuple-label truncation in gather_for_metrics is unrelated to Beit reduce_labels returning one label." - }, - { - "left": "issue:44462", - "right": "issue:44561", - "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer loading issue, not the trust_remote_code / is_torch_fx_available regression." - }, - { - "left": "issue:44561", - "right": "issue:44779", - "accept": false, - "reason": "One is a v5 API removal breaking trust_remote_code models; the other is Deepseek tokenizer output drift." + "reason": "Different components and failures: SigLIP2 doc example errors vs. BEiT fast image processor label reduction." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to Gemma4 device_map auto mismatch." + "reason": "Both involve runtime failures, but one is an unsupported argument crash in a feature extractor and the other is a device-mismatch bug in Gemma4 PLE forward." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are different code paths." + "reason": "Unrelated logic: metric gathering drops labels in the last batch, while BEiT fast processor reduces labels incorrectly." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "DAC.from_latents / missing STE is unrelated to unexpected position-id key warnings across many models." + "reason": "Different subsystems and symptoms: SwitchTransformers sparse-layer construction vs. BigBirdTokenizer mask-token registration." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same underlying regression: transformers>=5.4.0 causes Qwen3.5 MoE from_pretrained failure; these are duplicate reports." + "reason": "Same exact bug report: identical Qwen3.5 MoE `from_pretrained` regression under transformers>=5.4.0." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different model/code paths: DAC latent decoding mismatch vs. many models showing unexpected position-id key issues." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile SDPA failure and GraniteSpeech stale device override test are distinct failures." + "reason": "One is a real Bamba compile/SDPA failure; the other is a stale CI test about GraniteSpeech device overrides." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "DebertaV2 Python 3.13 import parsing error is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Different failures: Python 3.13 import/IndentationError in DebertaV2Model vs. a helper-length computation issue in qwen3_omni_moe." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are different bugs." + "reason": "Both are model internals, but the bugs are unrelated: SwitchTransformers sparse-layer config vs. qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformersConfig sparse-layer construction and BEiT preset loading with a legacy field are unrelated." + "reason": "Different code paths and outcomes: SwitchTransformers config creation vs. BEiT semantic-segmentation pretrained loading with a legacy field." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "SigLIP2 docs example errors do not match the broad position-id key regression." + "reason": "Unrelated problems: Flash Attention 2 test failures vs. Trainer broadcasting a NoneType." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Sparse-layer config creation in SwitchTransformers is unrelated to qwen3_omni_moe output-length logic." + "reason": "Doc-example/model-processor mismatch and quantization issues are not the same as the generic unexpected position-id key regression." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn import KeyError on Python 3.13 are different issues." + "reason": "Both mention modern runtime environments, but one is Qwen-3 NVFP4 execution and the other is a Python 3.13 `flash_attn` import key error." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the position-id key regression." + "reason": "Different models and bug classes: Pegasus v4/v5 output drift vs. Deepseek tokenizer regressions in v5." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Pegasus v4/v5 output difference and Deepseek tokenizer incorrect results are unrelated tokenizer/model changes." + "reason": "SigLIP2 zero-probability outputs are not the same underlying issue as broad unexpected position-id key warnings." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Added-token spacing behavior is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "Tokenizer spacing after added token is unrelated to embedding reinitialization after resizing with untied word embeddings." }, { - "left": "issue:43335", - "right": "issue:45072", + "left": "issue:44162", + "right": "issue:45834", "accept": false, - "reason": "SwitchTransformers sparse-layer bug and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapper are not the same bug." + "reason": "ESM2 model breakage is unrelated to Kosmos2.5 long-OCR index errors." }, { "left": "issue:43335", - "right": "issue:45593", + "right": "issue:45072", "accept": false, - "reason": "Sparse-layer creation is unrelated to D-FINE auxiliary loss disabling." + "reason": "Different failure modes in different model families: SwitchTransformers config bug vs. dtype mismatch in inference for SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight unpacking in BitNet loading and GraniteSpeech stale override CI failure are distinct." + "reason": "BitNet packed-weight loading bug is unrelated to a GraniteSpeech stale device-override CI test." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to D-FINE not using auxiliary losses when denoising is off." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue and Gemma4 multi-GPU CUDA OOM are different failures." + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different problems." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings with mixed-length batching." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus output drift is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "Different model families and symptoms: Pegasus output differences vs. Qwen3.5 flash-attention generation issues." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking with protobuf absent is unrelated to leftover dummy classes in dummy_pt_objects.py." - }, - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "mdeberta-v3-base add_special_tokens regression is unrelated to Gemma3 NaN embeddings with sliding-window attention." + "reason": "Tokenizer exception masking is unrelated to dummy PT classes leaking into `dir(transformers)` and repo checks." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in bark-small and float16 AMP crash in LwDetrImageLoss are different code paths." + "reason": "Device mismatch with CPU offload in Bark is not the same as LwDetrImageLoss failing under float16 AMP on CUDA." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Wav2Vec2 save_pretrained/tokenization failure is unrelated to bare except swallowing errors in FuyuBatchFeature." + "reason": "Both are numeric/precision-related, but one is AMP loss failure and the other is dtype mismatch during inference in different models." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer _gpu_broadcast_one NoneType failure are unrelated." + "reason": "Completely different issues: LayoutLMv3 error-message clarity vs. Trainer `_gpu_broadcast_one` NoneType handling." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "AMP crash in LwDetrImageLoss is not the same as SwitchTransformers/TimmWrapper bfloat16 dtype mismatch." + "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module; different persistence bugs." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reduce_labels." + "reason": "Wav2Vec2 save/tokenization failure is unrelated to a broad bare-except swallowing errors in Fuyu batch tensor conversion." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Llama 3.2 Vision load breakage and embedding reinit after resize are different model-loading bugs." + "reason": "Qwen3.5 flash-attention generation failure is unrelated to a stale warning in paged generate() for `num_return_sequences`." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "DiaConfig losing custom token IDs and from_pretrained loading the wrong custom module are both save/load related but not the same concrete failure." + "reason": "Gemma4 processor loading import error and flash_attention `s_aux=None` crash are different code paths and different root causes." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "Checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale warning about num_return_sequences." + "reason": "Llama 3.2 vision model loading regression is unrelated to embedding reinitialization after token resize." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative. The packet supports the identical-title duplicate pair 45310/45478 as the only clear duplicate, and the rest of the soft pairs are plausibly separate issues. The canonical choice of 45310 as the earlier, fuller report is reasonable." + "feedback": "The assessment is grounded in the packet: the only accepted duplicate pair is the clearly matching Qwen3.5 MoE `from_pretrained` issue (45310/45478), with 45310 correctly chosen as the earlier, fuller report. The other soft-edge rejections are conservative and consistent with the titles/body summaries, and nothing appears overstated." }, "evaluator_used": true, "retried": false, @@ -7729,7 +7774,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:25251", "issue:29942", @@ -7738,6 +7783,7 @@ "issue:35141", "issue:36010", "issue:37428", + "issue:40444", "issue:42915", "issue:42994", "issue:43065", @@ -7746,6 +7792,7 @@ "issue:43381", "issue:43412", "issue:43421", + "issue:43526", "issue:43550", "issue:43653", "issue:43873", @@ -7761,7 +7808,6 @@ "issue:44466", "issue:44479", "issue:44493", - "issue:44734", "issue:44743", "issue:44857", "issue:44871", @@ -7770,7 +7816,6 @@ "issue:45198", "issue:45245", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", "issue:45459", @@ -7781,238 +7826,231 @@ "issue:45823" ], "soft_pairs": [ - "issue:45372|issue:45588", + "issue:40444|issue:43526", "issue:43550|issue:45083", "issue:43412|issue:45588", "issue:45245|issue:45563", "issue:29942|issue:35141", "issue:43873|issue:44493", - "issue:45372|issue:45459", "issue:36010|issue:37428", + "issue:45372|issue:45459", "issue:43066|issue:44462", + "issue:45588|issue:45823", + "issue:44857|issue:45588", + "issue:44448|issue:44466", "issue:43278|issue:43381", - "issue:45588|issue:45823", "issue:25251|issue:32090", "issue:43065|issue:45412", - "issue:44857|issue:45588", - "issue:44448|issue:44466", "issue:43653|issue:44743", - "issue:44186|issue:45198", "issue:43976|issue:45440", "issue:44451|issue:45520", + "issue:44186|issue:45198", + "issue:42915|issue:42994", "issue:43994|issue:45412", "issue:44361|issue:45198", - "issue:42915|issue:42994", "issue:43421|issue:45491", "issue:44871|issue:44977", "issue:44265|issue:45198", - "issue:43065|issue:43994", "issue:44206|issue:44479", "issue:29942|issue:30064", - "issue:44734|issue:45406" + "issue:43065|issue:43994" ], - "prepared_review_unit_hash": "e32baea62200637de7720d2a3ca880e32d8799977080ddcc9d344e05ab36db70", + "prepared_review_unit_hash": "c3567a4ea3948c2da9d057ac31818db75f90e705c929e75cbe152e5bdf3fb095", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36433, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "soft_pair_count": 28, + "serialized_chars": 36117, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and heterogeneous: the items cover unrelated tokenizer, quantization, export, attention, and runtime bugs. I reject all soft links; none of the paired issues look like the same underlying defect. I chose one broad open issue as the cluster anchor, but it is not a true duplicate hub.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43873 is the broadest open, actively discussed issue in the set, so it is the least bad anchor for a noisy cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most suitable representative because it is open, broadly scoped, and has the highest discussion/inbound activity among the candidates.", - "best_pr_reason": null, + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, vision, quantization, export, and attention regressions. None of the soft pairs looks like the same underlying bug/change, so I reject all soft edges and do not pick a canonical issue or PR.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue is a reliable canonical representative because the items span many unrelated bugs and subsystems rather than one duplicated report.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "None of the issues is clearly more central than the others; the cluster does not have a coherent shared problem domain.", + "best_pr_reason": "No pull requests are present in the cluster.", "soft_edge_verdicts": [ { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Different failures: Gemma 4 processor import/loading vs flash-attention sink-less crash." + "reason": "Both are vision-related, but one is a Qwen2.5-VL iterable-dataset failure and the other is a BeitImageProcessorFast label-reduction bug; different code paths and failures." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Different code paths and symptoms: torch.compile/SDPA on Bamba vs a helper-length bug in qwen3_omni_moe." + "reason": "A torch.compile SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe feature-extractor length handling." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export guards/support vs flash-attention s_aux=None crash are unrelated." + "reason": "Gemma3n executorch export issues and a flash_attention integration crash on s_aux=None are different bugs in different paths." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-cardinality runtime error and a stale paging warning are not the same bug." + "reason": "Category-cardinality RuntimeError and a stale paged-generate warning are unrelated." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + "reason": "Flash Attention 2 test failures and token-embedding resize/post_init reinitialization are different regressions." }, { "left": "issue:43873", "right": "issue:44493", "accept": false, - "reason": "Quantization/offloading behavior does not match a position-id key mismatch." - }, - { - "left": "issue:45372", - "right": "issue:45459", - "accept": false, - "reason": "One is a missing ReasoningEffort import; the other is tokenizer error masking when protobuf is absent." + "reason": "Quantization offloading behavior and unexpected position-id keys are not the same underlying issue." }, { "left": "issue:36010", "right": "issue:37428", "accept": false, - "reason": "Both are import errors, but for different symbols in different modules; not the same underlying defect." + "reason": "Both are import errors, but they involve different symbols, modules, and fixes." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are separate tokenizer-loading issues." + "reason": "Gemma4 processor loading failure from a missing mistral_common import is unrelated to protobuf exception handling in tokenizers." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Dtype drift in eval and gradient-checkpointing restrictions in eval are distinct behavior changes." + "reason": "A wrong decoder type in v5 and AutoTokenizer ignoring tokenizer.json are distinct tokenizer-loading/serialization problems." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention sink handling and Gemma4 PLE device placement are unrelated." + "reason": "A flash_attention crash on sink-less models and a Gemma4 PLE device-mismatch forward bug are unrelated." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Pipeline top_k nesting and Trainer _gpu_broadcast_one NoneType handling are unrelated subsystems." + "reason": "LwDetrImageLoss AMP/CUDA crash and flash_attention s_aux=None failure are different code paths." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder has nothing to do with RT-DETR memory release." + "reason": "Both are v4/v5 regression reports, but one concerns model outputs and the other serialization of lm_head.weight; not the same bug." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "AMP/CUDA loss crash is not the same as flash-attention s_aux=None handling." + "reason": "Embedding dtype drift in eval and gradient-checkpointing being unsupported in eval mode are separate evaluation issues." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Generation output mismatch and lm_head serialization inconsistency are different issues." + "reason": "Pipeline top_k nesting behavior and Trainer _gpu_broadcast_one NoneType errors are unrelated." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen recurrent-state reset are unrelated." + "reason": "A dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not being released are different problems." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "LayoutLMv2 tokenization/padding crash and Wav2Vec2 save/tokenization failure are different bugs." + "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset behavior are unrelated." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility and DeepSeekV3MoE divergence are unrelated." + "reason": "Python version compatibility and DeepseekV3MoE divergence from remote implementation are unrelated." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Model loading failure for ScandiBERT and flash_attn import on Python 3.13 are unrelated." + "reason": "A model-loading issue for ScandiBERT and a Python 3.13 flash_attn import KeyError are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation and Wav2Vec2 save_pretrained/tokenization failure are separate tokenizer issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe failing with FineGrainedFP8Config and quantized model saving failing are related to quantization in general, but not the same concrete defect." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 pipeline output issues do not match RT-DETR memory reclamation." + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory retention are unrelated." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer task errors and Wav2Vec2 save/tokenization failures are not the same defect." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "FP8 config failure on Qwen3Moe and quantized model saving are different quantization-related problems." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failure are different model/tokenizer bugs." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings have no concrete overlap." + "reason": "Runtime post-processor updates for special tokens and Gemma3 NaN embeddings on mixed-length batching are unrelated." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Qwen flash-attention generation regression are distinct." + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are different issues." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." - }, - { - "left": "issue:43065", - "right": "issue:43994", - "accept": false, - "reason": "Sam3PixelDecoder dummy conv and SigLIP2 output mismatch are unrelated." + "reason": "torch.export compatibility with torch_compilable_check and Wav2Vec2 save_pretrained/tokenization failures are unrelated." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "LasrFeatureExtractor arg regression and Qwen video-input regression are different failures." + "reason": "Unsupported center arg in a feature extractor and a Qwen video-input regression are different failures." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 tests and void segmentation map processing are unrelated." + "reason": "Flash Attention 2 test failures and void segmentation map processing failure are unrelated." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "KV-cache tensor indexing crash and Gemma4Processor missing _tokenizer are different serve bugs." + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 bad outputs are not the same bug." } ] }, @@ -8031,17 +8069,16 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:29127", "issue:29942", "issue:32090", "issue:33357", "issue:34567", - "issue:35141", "issue:36010", "issue:39692", "issue:41720", @@ -8069,8 +8106,7 @@ "issue:44464", "issue:44554", "issue:44610", - "issue:44743", - "issue:44811", + "issue:44734", "issue:44857", "issue:44977", "issue:45072", @@ -8083,9 +8119,11 @@ "issue:45440", "issue:45491", "issue:45588", - "issue:45593" + "issue:45593", + "issue:45834" ], "soft_pairs": [ + "issue:44734|issue:45406", "issue:33357|issue:39692", "issue:29127|issue:34567", "issue:44610|issue:45412", @@ -8095,236 +8133,221 @@ "issue:43723|issue:44554", "issue:45372|issue:45406", "issue:43278|issue:43575", - "issue:43381|issue:43701", - "issue:43278|issue:43329", "issue:43653|issue:44442", + "issue:43381|issue:43701", "issue:45440|issue:45593", + "issue:43278|issue:43329", "issue:41720|issue:45229", "issue:29942|issue:36010", "issue:43334|issue:43531", "issue:32090|issue:33357", - "issue:43526|issue:44186", "issue:44977|issue:45245", "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:43526|issue:45834", "issue:43526|issue:44857", - "issue:43526|issue:44610", - "issue:43262|issue:44206", - "issue:44442|issue:45072", - "issue:42915|issue:43931", "issue:43441|issue:45588", + "issue:42915|issue:43931", "issue:44464|issue:45491", - "issue:44743|issue:44811", - "issue:43575|issue:43701", - "issue:29127|issue:35141" + "issue:43262|issue:44206", + "issue:44442|issue:45072" ], - "prepared_review_unit_hash": "1e8200158e89d91fdaca5c2d4b87df3910dad48393dd0ace793b4aa5d90f353a", + "prepared_review_unit_hash": "d9e752e4252f52f3bc31b0cf5a81ba55e1a0c279899187a212bfc22f26c6817b", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36798, - "estimated_input_tokens": 9200, - "estimated_eval_tokens": 18656 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35549, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose soft-similarity grouping of mostly unrelated Transformers issues across different models, components, and failure modes. I would not merge any of the proposed soft edges; the best single representative issue is the broad quantization/offloading report, but even that is not a true duplicate anchor for the rest.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43873 is the broadest, most central open report in the set and has the strongest discussion/reference signal, but it should be treated as a representative umbrella issue rather than a duplicate of the others.", + "summary": "This set is not a real duplicate cluster: the issues span unrelated models, tokenizers, training/runtime paths, and docs examples. All soft pairs should be rejected; 43873 is only a weak canonical anchor because it is the broadest, most active open issue.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43873 is the broadest and most active open item, but only as a weak anchor; the overall set is heterogeneous and not a true duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most generally phrased, actively discussed issue and best fits as a cluster anchor if one must be chosen.", + "best_issue_reason": "43873 has the highest generality and discussion activity, so it is the least-bad representative if a single issue must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: KV-cache continuation tensor indexing in serve vs Gemma4 processor initialization missing _tokenizer." + }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Different problems: MacOS bus error for a pretrained CLIP model vs documentation/example mismatches for SigLIP2." + "reason": "Different artifacts and symptoms: MacOS bus error with a community CLIP model vs SigLIP2 docs example/model-processor mismatch and quantization errors." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and trainer token-count bookkeeping are unrelated code paths." + "reason": "Unrelated bugs: LayoutLMv3 error messaging for bad boxes vs TrainerState num_input_tokens_seen not updating." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to RT-DETR model deletion/memory release." + "reason": "Different code paths: OmDet-Turbo processor image size mismatch vs RT-DETR memory not being released on deletion." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation handling and Gemma4 processor import failure are different failures." + "reason": "Different root causes: auto_docstring annotations crash vs Gemma4 loading breaking on a missing mistral_common import." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both concern model implementation differences, but they are for different models and different bugs." + "reason": "Both concern model implementation differences, but they are for different models and different mechanisms; not the same underlying bug." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior is not the same as a multi-GPU OOM during Gemma4 loading." + "reason": "Both involve memory/resource issues, but one is quantization/offloading behavior and the other is multi-GPU OOM for a specific model." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated." + "reason": "Different failures: tokenizer loading regression vs MPS attention correctness when value head dim differs from query." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "One is a missing dependency symbol during processor loading; the other is a missing processor attribute in serve." + "reason": "Gemma4-related, but one is an import-time dependency break and the other is a serve-time missing processor attribute." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in evaluation is unrelated to tensor-parallel OOM on a large Qwen2 model." + "reason": "Different problems: dtype drift during evaluate vs tensor-parallel load OOM for a large Qwen2 model." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Gradient checkpointing in eval mode and checkpoint key mismatch are different trainer behaviors." + "reason": "Both tokenizer-related, but one is a special-token registration bug and the other is AutoTokenizer loading a different tokenizer class." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Embedding dtype changes and multimodal token counting bugs do not share the same underlying defect." + "reason": "Different training-state behaviors: eval-mode gradient checkpointing restriction vs resume_from_checkpoint key mismatch." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration and FastSpeech2Conformer auto-loading are distinct tokenizer issues." + "reason": "Different model implementations and bug types: DeepseekV3MoE divergence vs D-FINE auxiliary losses missing when denoising is off." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + "reason": "Different areas: evaluation dtype mismatch vs multimodal token counting video-branch undefined names." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert is a different failure than Gemma4 multi-GPU OOM." + "reason": "Different model/runtime failures: Qwen3 auto device mapping assertion on A800 vs Gemma4 multi-GPU OOM." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated." + "reason": "Flash Attention test failures and a GenerationMixin import error are unrelated regression classes." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are different model bugs." + "reason": "Both are Qwen3-family issues, but one is a loading AttributeError and the other is a sliding_window behavior bug." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer NoneType broadcast error has no connection to the CLIP MacOS bus error." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "BEIT reduce_labels behavior is unrelated to LayoutLMv2Tokenizer NER/padding crashes." + "reason": "Different runtime layers and symptoms: Trainer broadcast NoneType error vs MacOS bus error with a CLIP model." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation failure is unrelated to the category-count RuntimeError." + "reason": "Different bugs: flash-attention generation instability vs category cardinality limit in a separate model/input path." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "A missing Qwen2.5-VL export is not the same as a generic dependency issue." + "reason": "A specific missing class import is not the same as a broad dependency issue with transformers." }, { "left": "issue:43526", - "right": "issue:44857", + "right": "issue:44186", "accept": false, - "reason": "Image label reduction and float16 CUDA loss crashes are different subsystems." + "reason": "Different processors/tokenizers and different failure modes: reduce_labels behavior vs LayoutLMv2Tokenizer crashes on NER/padding." }, { "left": "issue:43526", - "right": "issue:44610", + "right": "issue:45834", "accept": false, - "reason": "BEIT label processing is unrelated to OmDet-Turbo image-size output mismatch." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR index errors are unrelated." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and unsupported feature-extractor args are separate processor bugs." + "reason": "Different image-processing bug vs mixed-precision CUDA loss crash." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer loading failure and bf16 dtype mismatch in inference are unrelated." + "reason": "Both touch flash attention, but they affect different models and different code paths; not mergeable as one fix." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Fine-grained FP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading problems." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Both mention flash attention, but one is model generation failure and the other is an integration crash on None auxiliary state." + "reason": "Different model-loading failures: FineGrainedFP8Config issue vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaNs from sliding-window attention are distinct issues." - }, - { - "left": "issue:44743", - "right": "issue:44811", - "accept": false, - "reason": "Qwen3.5 recurrent-state cache reset and Whisper batch_decode behavior are unrelated." + "reason": "Different inference bugs: compiled-forward chunked generation inconsistency vs Gemma3 NaNs from sliding-window/all-padding behavior." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are different failure classes." + "reason": "Audio chat-template sampling-rate default mismatch is unrelated to a feature extractor passing an unsupported center argument." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and output-embedding reinitialization are not the same bug." + "reason": "Tokenizer loading and bf16 dtype mismatches are different subsystems with different fixes." } ] }, @@ -8343,10 +8366,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:28218", "issue:29127", @@ -8355,11 +8378,10 @@ "issue:33357", "issue:34567", "issue:34689", + "issue:35141", "issue:38175", "issue:39692", - "issue:41628", "issue:42907", - "issue:43295", "issue:43316", "issue:43381", "issue:43452", @@ -8369,7 +8391,7 @@ "issue:43575", "issue:43611", "issue:43646", - "issue:43720", + "issue:43701", "issue:43761", "issue:43827", "issue:43873", @@ -8382,12 +8404,12 @@ "issue:44479", "issue:44568", "issue:44743", + "issue:44811", "issue:44898", "issue:44964", "issue:44977", "issue:45216", "issue:45290", - "issue:45372", "issue:45440", "issue:45479", "issue:45491", @@ -8398,224 +8420,224 @@ "issue:45803" ], "soft_pairs": [ - "issue:44442|issue:45803", - "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:43575|issue:43701", "issue:43452|issue:45588", + "issue:43646|issue:44077", + "issue:44442|issue:45803", + "issue:29127|issue:35141", "issue:43575|issue:44387", - "issue:33357|issue:38175", "issue:44977|issue:45584", + "issue:33357|issue:38175", "issue:44964|issue:45440", "issue:43316|issue:43525", "issue:43761|issue:44079", - "issue:28218|issue:29127", "issue:44479|issue:45290", - "issue:28218|issue:32090", + "issue:28218|issue:29127", "issue:42907|issue:45698", + "issue:43931|issue:45216", + "issue:28218|issue:32090", "issue:33290|issue:34567", "issue:43761|issue:44188", "issue:34689|issue:43611", - "issue:43931|issue:45216", - "issue:44442|issue:44898", "issue:39692|issue:45491", + "issue:44442|issue:44898", "issue:43381|issue:43873", "issue:43493|issue:43827", "issue:43550|issue:44743", - "issue:43295|issue:45584", "issue:43316|issue:45759", - "issue:44568|issue:45479", - "issue:41628|issue:45372", - "issue:43720|issue:44442" + "issue:44568|issue:45479" ], - "prepared_review_unit_hash": "b79183af6913c983695f6c085b4dca33e051efbd74ae60ea3d3c1dff61d36c6c", + "prepared_review_unit_hash": "d6ff464fa2f551ad3639951ffd027c6f6ffb2ee083bf014c6443d29ec40ca5ed", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36094, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "serialized_chars": 35419, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not look like a true duplicate set: the issues span many unrelated subsystems and model-specific regressions. I rejected all soft-edge candidates.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the items cover unrelated bugs/regressions across tokenization, multimodal loading, quantization, config APIs, docs, and runtime crashes.", + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues; the only commonality is broad runtime/model-loading breakage across different subsystems. No soft pair looks like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 is the strongest representative by activity and inbound references, and it sits in the broadest recurring theme here (runtime/memory/quantization regressions).", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the cluster is heterogeneous rather than one underlying defect.", + "best_issue_reason": "issue:43873 is open, active, and has the most external interest, making it the best single issue to anchor this noisy cluster despite the weak overall topical coherence.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Different components and failure modes: tokenizer loading vs a bare-except bug in Fuyu tensor conversion." + "reason": "Different bugs: recurrent-state reset in Qwen modular code vs Whisper batch_decode skipping special tokens." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Both touch initialization, but one is a broad 5.0 custom model init regression while the other is a specific patchtsmixer post_init policy issue." + "reason": "Different failure modes: tensor-parallel OOM on load vs resume_from_checkpoint key mismatch." }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "Unrelated paths: gguf loading in tokenizer/model loaders vs flash-attention crashing on sink-less models." + "reason": "Unrelated subsystems: gguf / AutoTokenizer-AutoModel loading vs flash_attention crash on sink-less models." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Both mention OOM, but the causes differ: tensor-parallel model load OOM vs increased CUDA reserved memory under int4 quantization." + "reason": "Both touch initialization, but one is a general v5 custom model init breakage and the other is a patchtsmixer-specific post_init policy issue." }, { - "left": "issue:33357", - "right": "issue:38175", + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Different tokenizer bugs: FastSpeech2ConformerTokenizer loading vs a bare except swallowing errors in FuyuBatchFeature.convert_to_tensors()." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Completely different areas: LayoutLMv3 error messaging vs embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Different models and symptoms: MacOS bus error on CLIP vs zero probabilities on SigLIP2." + "reason": "Both are memory-related, but one is TP load OOM and the other is increased reserved memory under int4 quantization." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Different code paths: Qwen3.5 flash-attention generation vs Whisper empty-transcription handling after align_special_tokens." + "reason": "Different generation regressions: Qwen3.5 flash-attention issue vs Whisper empty-transcription/alignment failure." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Different models and symptoms: MacOS bus error in CLIP vs zero probabilities in SigLIP2." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Different model families and bugs: Phi-4 multimodal loading vs DeepseekV3MoE implementation divergence." + "reason": "Different model families and code paths: Phi-4 multimodal loading vs DeepSeekV3MoE implementation divergence." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API mismatches, but for different models and different missing attributes; not the same underlying bug." + "reason": "Both are config API discrepancies, but they are distinct attributes on different config classes." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Model output regression vs generic ModelOutput key assignment bug; related area but not clearly the same concrete defect." - }, - { - "left": "issue:28218", - "right": "issue:29127", - "accept": false, - "reason": "Tokenizer spacing bug vs LayoutLMv3 error-message clarity; no shared underlying issue." + "reason": "Related to outputs/hidden states, but not the same bug: one is CLIPVision hidden_states omission, the other is ModelOutput key assignment with None values." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Different regressions: multimodal video input handling vs chat template/tool-call crash." + "reason": "Different regressions: video-input handling for Qwen models vs chat template crashes on tool-call assistant messages." }, { "left": "issue:28218", - "right": "issue:32090", + "right": "issue:29127", "accept": false, - "reason": "Tokenizer spacing issue and Trainer GPU broadcast NoneType error are unrelated." + "reason": "Tokenizer spacing bug vs LayoutLMv3 error clarity issue; no shared underlying defect." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is dequantized model saving and the other is loading the wrong custom module after save_pretrained." + "reason": "Saving dequantized models and loading the wrong custom module are distinct save/load issues." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "OOM in DeepSpeed Adafactor is unrelated to TrainerState token-count tracking." + "reason": "Different save/load problems: weight-shape mismatch on model load vs incorrect checkpoint produced by save_pretrained." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Hidden-states regression and attention-kernel divergence on torch.compile are different code paths and symptoms." + "reason": "Tokenizer added-space bug is unrelated to Trainer/_gpu_broadcast_one NoneType error." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Both are loading regressions, but they concern different model-loading mechanisms and different root causes." + "reason": "OOM with Adafactor+DeepSpeed is unrelated to TrainerState.num_input_tokens_seen not updating." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Weight-shape mismatch at load time is not the same as incorrect checkpoint saving in save_pretrained." + "reason": "One is a hidden_states output bug; the other is a torch.compile branching divergence in attention kernels." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "Different vision-model failures: tokenizer loading vs Perceiver interpolation at non-default resolution." + "reason": "Both concern loading regressions, but they stem from different breakages and model/config paths." }, { "left": "issue:39692", "right": "issue:45491", "accept": false, - "reason": "Docs/example errors for SigLIP2 are unrelated to Gemma3 NaN embeddings during mixed-length batching." + "reason": "Docs example errors are unrelated to Gemma3 NaN embeddings in mixed-length batching." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different vision/tokenizer loading bug vs Perceiver interpolation failure at non-default resolution." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading are separate problems." + "reason": "Gradient checkpointing in eval mode is unrelated to quantization/offloading behavior." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "Implementation discrepancy in SigLIP2 is unrelated to docs still using removed pipeline() calls." + "reason": "Implementation-vs-JAX discrepancy for SigLIP2 is unrelated to stale pipeline docs after v5 removals." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "Different model internals: torch.compile SDPA failure in Bamba vs recurrent-state reset in Qwen3.5 modular code." - }, - { - "left": "issue:43295", - "right": "issue:45584", - "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Whisper empty-transcription handling." + "reason": "Different code paths: torch.compile+SDPA failure vs recurrent state reset with cache in modular Qwen3.5." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is Qwen multimodal config unwrapping." + "reason": "Both involve config APIs, but one is a Gemma3TextConfig inconsistency and the other is Qwen multimodal text_config unwrapping." }, { "left": "issue:44568", "right": "issue:45479", "accept": false, - "reason": "Tokenizer special-token behavior is unrelated to the degenerate zero-loss classification issue." - }, - { - "left": "issue:41628", - "right": "issue:45372", - "accept": false, - "reason": "Both are import/load failures, but they involve different missing symbols and different modules." - }, - { - "left": "issue:43720", - "right": "issue:44442", - "accept": false, - "reason": "BitNet packed-weight loading is unrelated to FastSpeech2ConformerTokenizer AutoTokenizer loading." + "reason": "Tokenizer special-token regression is unrelated to degenerate zero-loss sequence classification behavior." } ] }, @@ -8634,10 +8656,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:25251", "issue:28282", @@ -8646,11 +8668,10 @@ "issue:33290", "issue:33357", "issue:34689", - "issue:35141", "issue:36010", + "issue:41628", "issue:41950", "issue:42175", - "issue:43065", "issue:43232", "issue:43295", "issue:43316", @@ -8664,18 +8685,18 @@ "issue:43606", "issue:43643", "issue:43701", + "issue:43720", "issue:43742", - "issue:43761", "issue:43825", "issue:43856", "issue:43873", "issue:44077", "issue:44162", "issue:44190", + "issue:44442", "issue:44479", "issue:44496", "issue:44514", - "issue:44617", "issue:44792", "issue:44855", "issue:44871", @@ -8684,242 +8705,236 @@ "issue:45127", "issue:45137", "issue:45200", + "issue:45372", "issue:45584", "issue:45656" ], "soft_pairs": [ + "issue:41628|issue:45372", + "issue:43720|issue:44442", "issue:43643|issue:44913", "issue:32090|issue:33290", "issue:44190|issue:44496", - "issue:34689|issue:36010", "issue:43873|issue:44871", + "issue:34689|issue:36010", "issue:43381|issue:43856", "issue:44077|issue:44479", - "issue:33290|issue:45656", "issue:44855|issue:45137", - "issue:29127|issue:33357", + "issue:33290|issue:45656", "issue:43316|issue:44877", "issue:43540|issue:44514", + "issue:29127|issue:33357", "issue:43381|issue:43742", "issue:42175|issue:43316", - "issue:33290|issue:34689", "issue:43404|issue:43441", - "issue:25251|issue:28282", + "issue:33290|issue:34689", "issue:44162|issue:44792", + "issue:25251|issue:28282", "issue:43232|issue:43388", - "issue:43295|issue:43825", "issue:41950|issue:43475", + "issue:43295|issue:43825", + "issue:45127|issue:45200", "issue:44871|issue:45584", "issue:43550|issue:43701", - "issue:45127|issue:45200", "issue:43606|issue:43701", - "issue:43295|issue:44871", - "issue:33290|issue:35141", - "issue:43065|issue:44617", - "issue:43761|issue:44479" + "issue:43295|issue:44871" ], - "prepared_review_unit_hash": "89de60e7e45dfb52dd3f82fbfd4cbc0e2ee8da9e1af3f23306434b221258baa7", + "prepared_review_unit_hash": "c6e21f144ab8c2d19b4cb2627867956fa51024691a6ba278bb040c831ea6ab1b", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35880, - "estimated_input_tokens": 8970, - "estimated_eval_tokens": 18196 + "soft_pair_count": 28, + "serialized_chars": 35646, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformers bugs and regressions; the soft-similarity scores are driven by shared subsystem vocabulary, not the same underlying defect. No duplicate pair is convincing enough to merge, and issue 43825 is the most representative user-facing regression if one issue must stand in for the cluster.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43825 is the broadest, clearest, and most user-facing regression in the set, so it is the best single representative issue if a canonical issue must be chosen.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated import/config/loading, training/DeepSpeed, and multimodal pipeline regressions. I found no safe duplicate merge among the soft edges; the closest thing to a representative issue is a processor/tokenizer regression, but it does not cover the cluster as a whole.", + "confidence": 0.81, + "canonical_issue_reason": "No single issue cleanly represents this cluster as a true duplicate set. If one must be chosen as the closest anchor, issue 43295 is the most concrete user-facing regression, but it only matches a small slice of the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43825 is the most actionable and reusable summary of a concrete regression; it has a clear failure mode and affects a common pipeline path.", + "best_issue_reason": "Issue 43295 is the strongest standalone representative because it describes a specific regression with a clear failure mode and reproduction context; the rest of the items are too diverse to serve as one duplicate umbrella.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but they involve different symbols, dependencies, and code paths: AutoImageProcessor vs mistral_common ReasoningEffort/Gemma 4 loading." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "One is a BitNet/accelerate packed-weights loading bug; the other is AutoTokenizer failing to resolve a tokenizer class. Similar theme, different failure." + }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but one is a trust_remote_code loading omission and the other is a GPTNeoX config field reload bug; different code paths and fixes." + "reason": "Both concern config persistence, but one is missing fields with trust_remote_code and the other is GPTNeoX rotary_pct not surviving reload." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are different failure modes with different root causes." + "reason": "Both touch trainer/DeepSpeed, but the symptoms are unrelated: NoneType broadcast error vs Adafactor OOM." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading failure is unrelated to the unrecognized model/config.json model_type error." + "reason": "Dataset loading in an example script is unrelated to an unrecognized model/config missing model_type." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Model-loading regression and GenerationMixin import error are separate import/model initialization problems." + "reason": "Quantization/offload memory behavior is a different bug class from Gemma eos_token_id inconsistency." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "Quantized offloading behavior and Gemma eos_token_id mismatch are distinct bugs." + "reason": "A model-loading regression for Llama 3.2 Vision is not the same as an import failure for GenerationMixin." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation is unrelated to Qwen3 MoE memory usage during training." + "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory inefficiency are distinct training/runtime issues." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Optional post_init validation and a video-input regression in Qwen models are not the same bug." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Both mention DeepSpeed, but OOM with Adafactor and double optimizer.step calls are different concrete issues." + "reason": "A PatchTSMixer post_init API restriction is unrelated to a Qwen video-input regression." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to the ZeRO3 empty deque crash." + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to a DeepSpeed ZeRO3 deque pop failure." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "LayoutLMv3 box-content messaging and MacOS CLIP bus error have no shared underlying defect." + "reason": "Both mention DeepSpeed optimizers, but one is an OOM with Adafactor and the other is optimizer.step being invoked twice." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and granite_speech strict config loading are separate config-design issues." + "reason": "These are both config-related, but one is an API discrepancy in Gemma3TextConfig and the other is strict config blocking granite_speech loading." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video input validation and Qwen2_5_VL batched chat template padding behavior are different code paths." + "reason": "Both are Qwen multimodal issues, but one is video-input processing in Qwen3OmniMoe and the other is batched apply_chat_template crashing with padding=False." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMV3 error-message clarity and a MacOS bus error on CLIP are unrelated." }, { "left": "issue:43381", "right": "issue:43742", "accept": false, - "reason": "Gradient checkpointing in eval mode and MobileLLM-125M key error are unrelated." + "reason": "Eval-mode checkpointing and a MobileLLM loading KeyError are different bugs." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Packaging/backend dependency mismatch is unrelated to a Gemma3TextConfig API discrepancy." + "reason": "Packaging/backend dependency omission is unrelated to a Gemma3 config API mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3 and FlashAttention failure in Ministral-3 affect different model paths." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "DeepSpeed OOM and Llama 3.2 Vision model loading breakage are not the same defect." + "reason": "DeepSpeed/Adafactor OOM is not the same problem as Llama 3.2 Vision model loading breaking in 4.46.2." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Untied lm_head weights and FlashAttention failure in Ministral-3 are different model-specific bugs." + "reason": "ESM2 regression and a janus test failure are unrelated model-specific issues." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k shape regression and missing PyTorch ImportError are entirely unrelated." + "reason": "Top-k nested-list output in pipeline is unrelated to AutoModel requiring PyTorch at import time." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "ESM2 model breakage and janus image-generation test failure are different model regressions." + "reason": "Generation kwargs syncing after sync_gpus and metric-gathering label truncation are different runtime bugs." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Generation kwargs update after sync_gpus and metric-gathering label truncation are unrelated training/eval bugs." + "reason": "Both are vision/video-adjacent, but one is a pipeline processor lookup bug and the other is a missing Sam3VisionEncoderOutput attribute." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both are v5 regressions in user-facing APIs, but one is processor/tokenizer image handling and the other is an incorrect pipeline translation message." + "reason": "Processor/tokenizer regression and a misleading pipeline error message about translation tasks are distinct issues." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Video-classification pipeline processor selection and Sam3VisionEncoderOutput missing attribute are different issues." + "reason": "LoRA merge with extended vocabulary/tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are not the same bug." + "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription failure after align_special_tokens are different bugs." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are unrelated." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are different model behaviors." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a resume_from_checkpoint key mismatch." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and checkpoint resume key mismatch are unrelated." + "reason": "CPU offload device mismatch and checkpoint key mismatch are different code paths and symptoms." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are separate configuration/API issues." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "DeepSpeed optimizer OOM and token-embedding resize reinitialization are different bugs." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Dummy Conv2d implementation in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same underlying problem." - }, - { - "left": "issue:43761", - "right": "issue:44479", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are unrelated model-family bugs." + "reason": "Processor.tokenizer/image passing regression does not match Gemma's eos_token_id configuration inconsistency." } ] }, @@ -8938,11 +8953,14 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ + "issue:33290", + "issue:35141", + "issue:36331", "issue:41720", "issue:42617", "issue:43065", @@ -8954,7 +8972,6 @@ "issue:43742", "issue:43761", "issue:43827", - "issue:43873", "issue:43906", "issue:43931", "issue:43994", @@ -8977,7 +8994,6 @@ "issue:44871", "issue:44913", "issue:44936", - "issue:44938", "issue:44964", "issue:44977", "issue:45127", @@ -8985,7 +9001,6 @@ "issue:45290", "issue:45357", "issue:45381", - "issue:45542", "issue:45584", "issue:45588", "issue:45600", @@ -8993,224 +9008,245 @@ "issue:45803" ], "soft_pairs": [ + "issue:43065|issue:44617", + "issue:43761|issue:44479", "issue:43673|issue:44743", - "issue:43452|issue:44496", - "issue:43575|issue:43742", + "issue:33290|issue:35141", + "issue:33290|issue:36331", "issue:44936|issue:45698", + "issue:43452|issue:44496", "issue:43646|issue:44913", + "issue:43575|issue:43742", "issue:42617|issue:43575", "issue:43761|issue:44242", - "issue:43575|issue:43873", + "issue:41720|issue:43575", "issue:44077|issue:44534", "issue:43931|issue:44060", "issue:44464|issue:44871", "issue:44479|issue:44734", - "issue:43065|issue:44610", "issue:44617|issue:45584", "issue:43827|issue:43994", - "issue:44792|issue:44977", "issue:43906|issue:45290", + "issue:44792|issue:44977", + "issue:43065|issue:44610", "issue:44534|issue:44913", "issue:44190|issue:44964", "issue:41720|issue:45245", "issue:44792|issue:45600", - "issue:44855|issue:45588", "issue:44737|issue:45803", + "issue:44855|issue:45588", "issue:44521|issue:45381", "issue:45127|issue:45357", - "issue:43335|issue:44855", - "issue:44938|issue:45542" + "issue:43335|issue:44855" ], - "prepared_review_unit_hash": "b750514a03f4dfec3ad47cd07b534730bea95f8163dcf026739261ec9fc4938f", + "prepared_review_unit_hash": "b1190f4b804dc823bcfe667b9a5215840e663ca051532759d3d0683f67c3d4df", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35823, - "estimated_input_tokens": 8956, - "estimated_eval_tokens": 18168 + "soft_pair_count": 30, + "serialized_chars": 36816, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity links mostly connect unrelated issues that only share a broad subsystem (v5 regressions, model loading, chat templates, multimodal/video). None of the candidate pairs look like the same concrete bug or change, so all soft edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster: the linked items span distinct bugs across unrelated code paths, and the soft pairs are thematic rather than true duplicates.", + "summary": "This cluster is loose and mostly composed of unrelated issue reports across model loading, generation, config, and model-family-specific regressions. I do not see any soft edge that is clearly the same underlying bug or change, so all candidate duplicates should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44521 is the strongest cluster anchor: it is open, framework-level, and has the most direct external references around a reproducible multimodal chat-template bug, making it the best representative issue in this otherwise heterogeneous set.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue among these for duplicate consolidation; choosing one would be arbitrary because the items are not the same underlying problem.", + "best_issue_reason": "issue:44521 is the most suitable single issue to surface because it is broad, actionable, and better connected than the other candidates; the rest are mostly model-specific or symptom-specific one-offs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same model family, but one is about a dummy Conv2d in Sam3PixelDecoder and the other is a CUDA OOM in Sam3Video; different code paths and failure modes." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and symptoms: CLIPVision hidden_states regression versus Qwen/VL video-input regression. Not the same underlying bug." + }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache behavior in v5, but they describe different failures and likely different code paths: chunked prefill cache missing vs recurrent state reset when seq_len>1." + "reason": "Both involve cache behavior, but one is a GenerationMixin/chunked_prefill regression and the other is recurrent states resetting in modular_qwen3_5; distinct defects." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "One is about gguf_file breaking AutoTokenizer/AutoModel loading, the other is a config.json missing model_type. Related loading failures, but not the same bug." + "reason": "OOM with Adafactor/DeepSpeed is unrelated to token-embedding resizing and post_init reinitialization when tie_word_embedding is False." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:33290", + "right": "issue:36331", "accept": false, - "reason": "Different models and errors: tensor-parallel OOM for Qwen2-57B vs a key error loading MobileLLM-125M." + "reason": "Optimizer OOM and a CustomTrainer signature TypeError are unrelated bugs." }, { "left": "issue:44936", "right": "issue:45698", "accept": false, - "reason": "trainer.evaluate() after train() is a trainer lifecycle bug; from_pretrained loading the wrong custom module after save_pretrained is a separate serialization/loading issue." + "reason": "trainer.evaluate() failing after train is a training-loop issue, while from_pretrained loading the wrong custom module after save_pretrained is a serialization/loading issue." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading-related, but gguf_file breakage for AutoTokenizer/AutoModel and a missing model_type in config.json are different failure classes." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Transformers 5 custom model initialization breakage is broader and unrelated to GPTNeoXConfig rotary_pct reverting on reload." + "reason": "A broad Transformers v5 custom-model init regression is not the same as GPTNeoXConfig rotary_pct losing persistence on reload." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM and MobileLLM-125M key-error loading are distinct load-time failures." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen2 TP OOM are different problems with no shared code-path evidence." + "reason": "run_image_classification_no_trainer.py failing to run is unrelated to OOM when loading Qwen2-57B-A14B-Instruct with tensor parallelism." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and MoE load-balancing loss omission are separate model-forward issues." + "reason": "CLIPVision hidden_states regression and missing load-balancing loss when output_router_logits=False are different model and loss-path bugs." }, { - "left": "issue:43575", - "right": "issue:43873", + "left": "issue:41720", + "right": "issue:43575", "accept": false, - "reason": "Both mention memory/placement concerns, but tensor-parallel OOM and quantization offloading not working are distinct issues." + "reason": "Both mention model loading/resource pressure, but Qwen3 auto device mapping cudaErrorAssert and Qwen2-57B tensor-parallel OOM are not the same bug." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "patchtsmixer post_init allowance and non-persistent buffer junk in v5 are unrelated initialization/state bugs." + "reason": "patchtsmixer post_init policy and non-persistent buffers being filled with junk are different regressions, even if both touch initialization." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight shape mismatch is a loading/shape issue; the tied-weights warning in Qwen3-Next is a different config/tying bug." + "reason": "One is a Qwen3-VL weight-shape mismatch on load; the other is a tied-weights warning incorrectly linking embed_tokens.weight to dt_bias. Related area, different bug." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Chunked generation inconsistencies with compiled forward are unrelated to Gemma-3 eos_token_id config mismatch." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma-3 eos_token_id config mismatch." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "One is a video-input regression across Qwen VL variants; the other is a serve KV-cache continuation tensor-indexing bug." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch affect different models and layers." + "reason": "A video-input regression in Qwen multimodal models is not the same as a serve /v1/responses KV-cache continuation tensor-indexing crash." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are unrelated failures." + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are unrelated bugs." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() after removal is documentation drift, not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical outputs via AutoModel/pipeline are not the same underlying issue." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as a crash in apply_chat_template with tool calls and no content." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Failed janus image-generation test and Qwen3.5 flash-attention generation bug are different model-specific issues." + "reason": "Failed janus image-generation test and Qwen3.5 flash-attention generation bug are different models and different failure surfaces." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "An isolated reproduction of issue 38071 is too generic to merge with a specific apply_chat_template tool-call crash without explicit matching behavior." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo processor producing 640px inputs instead of 224px." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffers being filled with junk and GPTNeoX rotary_pct not persisting on reload are separate config/state problems." + "reason": "Non-persistent buffers being filled with junk and GPTNeoX rotary_pct not persisting on reload are both config/state bugs, but not the same one." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in run_image_classification_no_trainer.py is unrelated to loading the Phi-4 multimodal model." + "reason": "A local dataset loading failure in a training script is unrelated to loading microsoft/Phi-4-multimodal-instruct with transformers." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and the 2^24 category limit error are different runtime failures." + "reason": "Qwen3 auto device mapping cudaErrorAssert and the 2^24 category-limit RuntimeError are completely different problems." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A janus test failure and stale auto_mappings entries for removed Sam3LiteText configs are not the same bug." + "reason": "Janus image-generation test failure and stale auto_mappings references to removed Sam3LiteText configs are unrelated." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model and flash_attention.py crashing on s_aux=None are unrelated." + "reason": "XLNet CPU placement regression and FuyuBatchFeature's bare except swallowing errors are different code paths and bugs." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "XLNet CPU-side arange/device bug and a bare-except swallowing errors in FuyuBatchFeature are different code paths." + "reason": "Python 3.13 IndentationError in DebertaV2 import and flash_attention AttributeError on s_aux=None are unrelated." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant masks in multimodal chat templating and incorrect vision_position_ids in Qwen2.5-VL video input are distinct multimodal bugs." + "reason": "Both are multimodal/template-adjacent regressions, but all-zero assistant masks and wrong vision_position_ids are distinct symptoms and likely distinct fixes." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are separate serialization/model-weight issues." + "reason": "LoRA merge collapse with extended vocabulary and Qwen3.5 save_pretrained writing incorrect visual encoder keys are different save/merge issues." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer config regression and a Python 3.13 IndentationError in DebertaV2Model are unrelated." - }, - { - "left": "issue:44938", - "right": "issue:45542", - "accept": false, - "reason": "Python 3.14 import failure and the undefined tf backend error from installing tensorboard without TensorFlow are different environment/setup problems." + "reason": "SwitchTransformers sparse-layer creation with num_sparse_encoder_layers=0 has nothing in common with the DebertaV2 Python 3.13 import parse error." } ] }, @@ -9232,7 +9268,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:36246", "issue:38175", @@ -9246,7 +9282,6 @@ "issue:43479", "issue:43540", "issue:43550", - "issue:43643", "issue:43644", "issue:43650", "issue:43761", @@ -9268,7 +9303,7 @@ "issue:44877", "issue:44913", "issue:44933", - "issue:44964", + "issue:44938", "issue:45003", "issue:45216", "issue:45245", @@ -9277,6 +9312,7 @@ "issue:45375", "issue:45406", "issue:45446", + "issue:45542", "issue:45563", "issue:45584", "issue:45600", @@ -9284,252 +9320,250 @@ "issue:45803" ], "soft_pairs": [ - "issue:44077|issue:44877", - "issue:43976|issue:44855", - "issue:43644|issue:44913", + "issue:44938|issue:45542", "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:44077|issue:44877", "issue:44496|issue:45803", + "issue:43644|issue:44913", "issue:43761|issue:44743", "issue:43540|issue:44734", - "issue:45276|issue:45584", "issue:43650|issue:44220", "issue:44112|issue:45600", + "issue:45276|issue:45584", "issue:43335|issue:44190", - "issue:43295|issue:45276", "issue:43116|issue:44190", + "issue:43295|issue:45276", "issue:45245|issue:45584", "issue:43479|issue:45375", "issue:44933|issue:45362", "issue:36246|issue:41628", "issue:44464|issue:45563", "issue:44186|issue:44734", - "issue:38175|issue:43065", "issue:43404|issue:45216", + "issue:44734|issue:45632", "issue:44683|issue:45446", "issue:44561|issue:45632", - "issue:44734|issue:45632", + "issue:38175|issue:43065", "issue:44466|issue:44913", "issue:44246|issue:45003", - "issue:43643|issue:44496", "issue:36246|issue:38617", - "issue:45406|issue:45632", - "issue:45563|issue:45584", - "issue:44964|issue:45600" + "issue:45406|issue:45632" ], - "prepared_review_unit_hash": "85e22a794c5bd45382b593ba7346db5b06df745c3ac150d13cf001b51b11f0d5", + "prepared_review_unit_hash": "087c4488a0c1eb0e4f60404e3e20a53b0c058c8ad18915d6fe4253728c4ce3f8", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37125, - "estimated_input_tokens": 9282, - "estimated_eval_tokens": 18820 + "soft_pair_count": 29, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and does not form a true duplicate set; all soft pairs are false positives spanning unrelated import errors, config regressions, generation bugs, CI failures, and example-script issues.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items describe unrelated bugs across different models, APIs, and failure modes, so they should not be merged as duplicates.", - "canonical_pr_reason": null, - "best_issue_reason": "No strong representative issue exists because the cluster is not cohesive; any single issue would be arbitrary rather than a true duplicate anchor.", + "summary": "All soft pairs are false positives: they share broad Transformers themes (imports, configs, multimodal, caching, CI) but each describes a distinct failure mode, model, or code path. No safe duplicate merges here.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items are unrelated bug reports rather than one duplicate cluster.", + "canonical_pr_reason": "No pull requests were provided.", + "best_issue_reason": "issue:44734 is the strongest standalone report: it has a specific failing endpoint (/v1/responses), a clear symptom (KV cache continuation crash), and a concrete code-path clue (wrong tensor indexing).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Different problems: post_init validation for PatchTSMixer vs strict config loading for granite_speech." + "reason": "Different problems: Python 3.14 load failure vs TensorBoard-only-without-TF backend error." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Both are version/platform regressions, but one is Python 3.9/3.10 compatibility and the other is a Python 3.13 import parse error." + "reason": "Unrelated: torch.compile/SDPA failure in Bamba vs local dataset loading in an image-classification example." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "Unrelated: non-persistent buffer initialization bug vs GPTNeoX config reload dropping rotary_pct." + "reason": "Both are Python-version issues, but one is package support/release compatibility and the other is a DebertaV2 import parse/indentation error." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Different code paths: torch.compile/SDPA failure in Bamba vs dataset loading in an example script." + "reason": "Both touch config handling, but one is a model-specific post_init constraint and the other is strict config loading for granite_speech." }, { "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "Unrelated: unrecognized model/config loading vs bare except swallowing errors in FuyuBatchFeature." + "reason": "Unrelated: unrecognized OLMo model config vs a bare-except bug in FuyuBatchFeature tensor conversion." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: non-persistent buffer serialization junk vs GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43761", "right": "issue:44743", "accept": false, - "reason": "Different multimodal forward bugs: CLIP hidden states missing vs Qwen recurrent states resetting." + "reason": "Both involve forward-state behavior, but CLIP hidden_states omission and Qwen recurrent state reset are separate model-specific defects." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to serve KV-cache continuation indexing." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Different models and failures: Gemma4 resize-token-embeddings bug vs Whisper empty-transcription generation bug." + "reason": "Different code paths: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No overlap beyond audio-related wording: placeholder data issue vs fbank feature extraction bug." + "reason": "A data-request issue and an audio feature extraction bug are not the same underlying problem." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both touch CI, but one is a stale device-override test and the other is broken auto_mappings references." + "reason": "Both are CI breakages, but one is a stale GraniteSpeech device-override test and the other is outdated auto_mappings references." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to example script local dataset loading." + "reason": "Different models and symptoms: Gemma4 embedding resize propagation vs Whisper empty-transcription generation after token alignment." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Gemma4 embedding resize behavior." + "reason": "SwitchTransformers sparse-layer construction and example-script dataset loading are unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example-script failures: multi-label classification output bug vs image-classification local dataset loading." + "reason": "Both reference example scripts, but one is multi-label classification output handling and the other is local dataset loading." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Custom processor.tokenizer/image passing regression is unrelated to Gemma4 embedding resize behavior." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Different failures: category-count runtime limit vs Whisper generation on empty transcription." + "reason": "Completely different failures: category-count limit vs Whisper empty transcription handling." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config issues, but they concern different models and different missing/default fields." + "reason": "Both are multimodal config bugs, but they concern different models and different fields/defaulting behavior." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Import symbol problem in image_utils vs Qwen3.5 chat crash are unrelated." + "reason": "Nonexistent image_utils import and Qwen3.5 chat crash are distinct issues." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and different modules; not the same bug." + "reason": "Both are import errors, but for different symbols and modules: Qwen2_5_VLImageProcessor vs AutoImageProcessor." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Generation correctness bug vs stale warning emission; different behavior and fix scope." + "reason": "Chunked generation with compiled forward and a stale num_return_sequences warning are unrelated generation issues." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/NER crash is unrelated to serve KV-cache continuation indexing." + "reason": "Tokenizer NER/padding crash is unrelated to serve-side KV-cache continuation indexing." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Siglip2 zero-probabilities issue is unrelated to Sam3PixelDecoder dummy Conv2d behavior." + "reason": "Both involve weights/tied serialization, but one is Mistral3 lm_head tying and the other is Qwen3.5 save_pretrained checkpoint correctness." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44734", + "right": "issue:45632", "accept": false, - "reason": "Weight-tying serialization bug and save_pretrained checkpoint regression are different issues." + "reason": "Serve KV-cache crash and trust_remote_code cache-path collision are different subsystems and failure modes." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Different flex_attention bugs: compiled failure on torch>=2.9 vs incorrect version gate for AuxRequest import." + "reason": "Flex attention on torch>=2.9 and an incorrect version check for AuxRequest import are separate flex_attention bugs." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "trust_remote_code FX helper removal is unrelated to local-model cache path collisions." + "reason": "Trust_remote_code API removal breakage and local cache-path collision are unrelated." }, { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Serve KV-cache tensor indexing bug is unrelated to trust_remote_code cache path naming." + "reason": "Different model correctness bugs: SIGLIP2 zero probabilities vs Sam3PixelDecoder dummy Conv2d." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Serialized lm_head.weight/device-dependent bug is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Inconsistent lm_head.weight serialization by device is unrelated to GPTNeoX rotary_pct reload behavior." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access may be related broadly, but they are not the same concrete bug." - }, - { - "left": "issue:43643", - "right": "issue:44496", - "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig are unrelated to unrecognized model/config loading." + "reason": "Import-time slowness and unsafe sys.modules access may be adjacent, but they are not the same bug." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing exports: Qwen2_5_VLImageProcessor vs layer_type_validation." + "reason": "Different missing imports from different modules; no shared underlying defect." }, { "left": "issue:45406", "right": "issue:45632", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to trust_remote_code cache path collision." + "reason": "Gemma4Processor missing _tokenizer and trust_remote_code cache-path collision are unrelated." }, { - "left": "issue:45563", + "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Stale warning for num_return_sequences is unrelated to Whisper empty-transcription failure." + "reason": "Category-cardinality runtime error and Whisper empty-transcription failure do not match." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:43761", + "right": "issue:45276", "accept": false, - "reason": "Phi-4-multimodal loading regression is unrelated to broken Sam3LiteText auto_mappings references." + "reason": "Hidden-state return regression in CLIPVisionModel and Gemma4 embedding resize propagation are different bugs." } ] }, @@ -9551,7 +9585,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:41950", "issue:42175", @@ -9566,6 +9600,7 @@ "issue:43526", "issue:43531", "issue:43577", + "issue:43643", "issue:43673", "issue:43688", "issue:43824", @@ -9584,7 +9619,6 @@ "issue:44351", "issue:44368", "issue:44496", - "issue:44683", "issue:44933", "issue:44964", "issue:45020", @@ -9595,7 +9629,7 @@ "issue:45335", "issue:45357", "issue:45405", - "issue:45542", + "issue:45563", "issue:45584", "issue:45593", "issue:45600", @@ -9603,253 +9637,259 @@ "issue:45823" ], "soft_pairs": [ + "issue:43643|issue:44496", + "issue:45563|issue:45584", "issue:41950|issue:44016", + "issue:44964|issue:45600", "issue:43388|issue:43688", - "issue:44112|issue:44964", - "issue:43295|issue:45335", "issue:42907|issue:43441", + "issue:44112|issue:44964", "issue:43673|issue:44336", "issue:43854|issue:44964", - "issue:44496|issue:45042", + "issue:43295|issue:45335", "issue:44016|issue:44220", - "issue:43531|issue:45600", + "issue:44496|issue:45042", "issue:43299|issue:45216", + "issue:43531|issue:45600", "issue:43526|issue:43901", "issue:42175|issue:44279", "issue:45335|issue:45584", - "issue:43381|issue:45593", "issue:44075|issue:44368", + "issue:43381|issue:45593", "issue:43299|issue:45357", "issue:44496|issue:45759", "issue:43901|issue:44496", - "issue:44242|issue:45200", "issue:44351|issue:45278", + "issue:44242|issue:45200", "issue:44016|issue:44062", "issue:43388|issue:43827", "issue:43976|issue:45405", "issue:41950|issue:45020", "issue:43479|issue:43525", - "issue:43824|issue:44933", "issue:43577|issue:45216", - "issue:41950|issue:45823", - "issue:44683|issue:45542", - "issue:43299|issue:43854", - "issue:44279|issue:45405" + "issue:43824|issue:44933", + "issue:41950|issue:45823" ], - "prepared_review_unit_hash": "b44d739190d87948ec6b7c71b4b4b883e9dd8fc2bcb6ac5056b3ab89d5e03452", + "prepared_review_unit_hash": "12efc491e19a9a7d25c34105d723b2b15b1d567b9ab0a88b9f6cc7731eadd812", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37237, - "estimated_input_tokens": 9310, - "estimated_eval_tokens": 18876 + "serialized_chars": 37273, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 }, "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 issue reports, with a few broad version-regression themes. The best anchor is the umbrella remote_code regression report, but none of the soft pairs look like true duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue 45020 is the broadest umbrella report here: it covers recent-version breakage affecting remote_code models, which makes it the most representative issue for grouping nearby regression reports.", + "summary": "The cluster is dominated by unrelated Transformers regressions around model loading/imports, config handling, processor behavior, and a few training/inference edge cases. The issues are broadly version-regression themed, but the concrete root causes differ too much to collapse them into one duplicate group.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the best umbrella anchor: it explicitly frames the broader class of recent-version breakages around remote/custom-code model loading, which matches many of the other import/load regression reports in this set better than the narrower model-specific tickets.", "canonical_pr_reason": null, - "best_issue_reason": "Same as canonical: it is the widest-scope, most central issue and the best candidate to serve as the cluster anchor.", + "best_issue_reason": "issue:45020 is the strongest global representative because it is broad, clearly articulated, and open, making it a better cluster entry point than the more generic or highly model-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Different failures: a video-classification pipeline processor lookup bug vs a notebook syntax error." + "reason": "Both are loading/config failures, but one is missing fields with trust_remote_code and the other is an unrecognized model type; different concrete bugs." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Different code paths: metric gathering in eval/training vs auxiliary-loss normalization in MoE models." + "reason": "One is a stale warning in generation, the other is an empty-transcription failure in Whisper; not the same code path." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Unrelated: a GraniteSpeech CI test/device override problem vs a Phi-4 multimodal model loading failure." + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both touch model-loading infrastructure, but they target different models and different failure modes (multimodal load vs auto-mapping CI breakage)." + }, + { + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Different regressions: processor/tokenizer image handling vs token embedding resize propagation in T5Gemma." + "reason": "Training/metrics loss issues in different subsystems; no shared underlying bug." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Same model family name, but different concrete bugs: save/dequantization failure vs FlashAttention loading failure." + "reason": "Same model family, but saving dequantized weights and FlashAttention loading are separate problems." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI device-override test failure is unrelated to a Phi-4 model loading bug." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Unrelated: generation cache/chunked prefill vs ANSI escape handling in loading_report." + "reason": "Generation cache behavior and ANSI formatting in loading_report are unrelated." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading issues, but they affect different models and likely different root causes." + "reason": "Both are model load failures, but they affect different models with no shared root cause shown." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Different problems: unrecognized model/config loading vs PIL image processors wrongly requiring torchvision." + "reason": "One is processor/tokenizer API regression, the other is embedding resize behavior in T5Gemma; different paths." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Completely different surfaces: notebook syntax error vs audio feature extraction bug." + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Different components: Qwen3-MoE sliding-window behavior vs stale auto_mappings config references." + "reason": "Unrecognized-model/config issue versus an image-processor torchvision dependency regression." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Related Qwen multimodal family, but one is model loading and the other is save_pretrained checkpoint serialization; not the same bug." + "reason": "Both are Qwen-related regressions, but one is loading and the other is save_pretrained checkpoint serialization; not mergeable as one fix." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and removed config references in auto_mappings are different bugs." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Different areas: BeitImageProcessorFast label reduction vs TextClassificationPipeline docs/behavior mismatch." + "reason": "Processor label reduction bug and documentation mismatch for text classification are not the same underlying issue." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Too vague on both sides; no clear shared concrete backend/package bug." + "reason": "Package extras/backend dependency composition versus a general dependency issue; too vague to unify." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Different bugs: embedding resize not propagating vs Whisper empty transcription after special-token alignment." + "reason": "Embedding resize regression and Whisper empty-output failure are unrelated." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Different model/training issues: eval-mode gradient checkpointing vs D-FINE auxiliary losses being skipped." + "reason": "Optimizer argument handling and a tied-embeddings warning are different concerns." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Different functionality: optimizer argument handling vs a Qwen warning about tie_word_embeddings." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3.5, but one is loading a model and the other is saving incorrect visual encoder keys." + "reason": "Same broad model family, but save_pretrained serialization bugs on different versions and paths; not the same bug." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Different configuration paths: unrecognized model type vs AutoModelForCausalLM failing to unwrap text_config." + "reason": "Both involve config/model resolution, but one is an unrecognized remote model and the other is unwrap logic for composite multimodal configs." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs/behavior mismatch for text classification pipelines vs an unrelated model config loading error." + "reason": "Docs wording for a pipeline is unrelated to a model-loading failure." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Different MoE/multimodal bugs: router loss handling vs missing default mm_token_type_ids." + "reason": "Both mention import failures, but 45278 is a broad symptom report while 44351 is a specific missing export; not enough evidence of one defect." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "A specific missing import vs a broad import-regression report; not the same root cause." + "reason": "Router-logit loss handling and Gemma4 token-type defaults are separate training bugs." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Unrelated: notebook syntax error vs AddedToken constructor argument collision." + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." }, { "left": "issue:43388", "right": "issue:43827", "accept": false, - "reason": "Different categories: evaluation metric batching vs outdated docs still mentioning pipeline()." + "reason": "Metric label truncation and stale docs references are entirely different categories." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python compatibility problem vs a dependency version bump issue." + "reason": "Python version compatibility and a PEFT minimum-version bump are not the same bug." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "The remote_code regression is much broader, but this is a specific video-classification pipeline processor bug with a different concrete failure mode." + "reason": "Both are regressions, but one is pipeline processor selection and the other is remote_code model loading; too broad to merge." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config classes and different missing-default behavior; not the same bug." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different breakages." + "reason": "Different config classes, different missing/default fields, and different failure modes." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different bugs: dtype propagation in BLIP-2 vs incorrect checkpoint saving in Qwen3.5." - }, - { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "Completely unrelated: torch flex_attention compilation vs TensorFlow backend/package installation." + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are unrelated." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Different models and different failure paths; not a duplicate pair." + "reason": "Both are import errors, but they refer to different missing symbols in different modules." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "A vague dependency complaint vs a specific released-version dependency constraint issue; not the same underlying change." + "reason": "Video-classification processor lookup and Gemma4 device placement mismatch are unrelated issues." } ] }, @@ -9871,7 +9911,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:32090", "issue:35141", @@ -9880,8 +9920,8 @@ "issue:41950", "issue:42994", "issue:43065", - "issue:43122", "issue:43295", + "issue:43299", "issue:43317", "issue:43441", "issue:43450", @@ -9889,17 +9929,15 @@ "issue:43653", "issue:43723", "issue:43784", + "issue:43854", "issue:43901", "issue:43976", - "issue:43994", "issue:44016", "issue:44162", "issue:44261", "issue:44263", "issue:44279", - "issue:44291", "issue:44297", - "issue:44361", "issue:44462", "issue:44466", "issue:44521", @@ -9916,30 +9954,36 @@ "issue:45290", "issue:45325", "issue:45397", + "issue:45405", "issue:45542", "issue:45593", "issue:45600", "issue:45712", - "issue:45823" + "issue:45823", + "issue:45834" ], "soft_pairs": [ - "issue:32090|issue:35141", + "issue:44683|issue:45542", + "issue:43299|issue:43854", + "issue:44279|issue:45405", "issue:39692|issue:43901", + "issue:32090|issue:35141", "issue:38175|issue:44617", - "issue:43295|issue:44779", "issue:41950|issue:43650", - "issue:44297|issue:44462", "issue:44462|issue:45081", - "issue:44521|issue:45325", + "issue:43295|issue:44779", + "issue:44297|issue:44462", "issue:43976|issue:44279", "issue:45600|issue:45712", + "issue:44521|issue:45325", "issue:43976|issue:44987", "issue:44462|issue:44779", - "issue:43450|issue:44279", + "issue:43441|issue:45834", "issue:44261|issue:44263", - "issue:43065|issue:44898", - "issue:44466|issue:45276", + "issue:43450|issue:44279", "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:43065|issue:44898", "issue:43441|issue:44683", "issue:44623|issue:45397", "issue:43650|issue:45290", @@ -9949,233 +9993,222 @@ "issue:44671|issue:44779", "issue:43784|issue:45542", "issue:44016|issue:45823", - "issue:44361|issue:45593", - "issue:43901|issue:43994", - "issue:44987|issue:45542", - "issue:43122|issue:43650", - "issue:44016|issue:44291", - "issue:44297|issue:45397" + "issue:44987|issue:45542" ], - "prepared_review_unit_hash": "dd2312d7bd4cdf8c95ee6fb88cad21db0c7d2102882ea9f78e1bb47b7d0d00f8", + "prepared_review_unit_hash": "190b3313a6292969cc51a28456c3c840852bde0b3c5175d232b1cb353174fed3", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37324, - "estimated_input_tokens": 9331, - "estimated_eval_tokens": 18918 + "soft_pair_count": 31, + "serialized_chars": 36944, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers issues, with some superficial overlap around tokenizers, processors, and v5 regressions. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44462 is the best representative anchor: it is a concrete, reproducible tokenizer-loading regression in v5 with clear user impact, and it sits near several other tokenizer-related reports without being too model-specific.", + "summary": "The cluster is mostly a loose collection of Transformer v5-era regressions across tokenizers, model loading, processors, quantization, and docs; the soft edges are largely superficial similarity rather than true duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 44462 is the best representative of the shared tokenizer-loading regression theme: it is concrete, user-facing, and broad enough to anchor several nearby tokenizer-related similarities.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the most actionable and broadly relevant issue here: it cleanly describes a specific AutoTokenizer/tokenizer.json regression and is better suited than the others as a triage reference point.", + "best_issue_reason": "44462 is the strongest issue candidate for triage because it describes a clear, actionable loading bug with a broad surface area; however, the cluster is heterogeneous, so it should be treated as a representative rather than a true umbrella duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated bugs: flash attention compilation on torch>=2.9 vs a TensorBoard/TensorFlow dependency/backend error." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and failure modes; no shared code path is evident." + }, + { + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "One is a Trainer GPU broadcast TypeError; the other is a resized-embeddings/post_init reinitialization bug. Different code paths and symptoms." + "reason": "A generic dependency issue is not the same as a specific PEFT version bump to an unreleased package." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 example/model mismatch and quantization failure is unrelated to a TextClassificationPipeline docs mismatch about return_all_scores." + "reason": "Both mention docs, but they target different examples and different behaviors; not the same bug." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Unexpected zero probabilities in a model output is not the same as a CUDA out-of-memory failure in Sam3Video." + "reason": "Trainer GPU broadcast TypeError is unrelated to token-embedding resizing and post_init reinitialization." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Custom model code accessing processor.tokenizer is a v5 regression; Deepseek tokenizer producing wrong results is a different tokenizer behavior bug." + "reason": "Different models and different problems: unexpected zero probabilities vs CUDA OOM." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Video-classification pipeline choosing the wrong processor type is unrelated to a placeholder 'ADD THE DATA' issue." + "reason": "A pipeline processor lookup bug is unrelated to the placeholder issue in 43650." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Tokenizer class metadata in save_pretrained and AutoTokenizer ignoring tokenizer.json are related areas but distinct bugs with different failure points." + "reason": "Both are tokenizer-related, but one is repository tokenizer resolution and the other is a Mistral regex-patching crash; different code paths." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Ignoring tokenizer.json from the repo and Mistral regex patch crashing on backend_tokenizer are separate loader bugs in different code paths." + "reason": "Processor API regression and DeepSeek tokenizer output corruption are distinct issues despite both being v5 regressions." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "All-zero assistant masks in apply_chat_template and Qwen2.5-VL rope index scaling are different multimodal preprocessing bugs." + "reason": "Tokenizer save serialization mismatch is not the same as AutoTokenizer ignoring repository tokenizer.json." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version compatibility breakage is unrelated to a generic dependency issue with transformers." + "reason": "A Python-version compatibility break is not the same as a general dependency issue." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "auto_mappings referencing removed configs and leftover dummy classes failing check_repo are different maintenance problems." + "reason": "Both are repo/CI hygiene problems, but they touch different files and different failure mechanisms." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but assistant mask generation and temporal position-id scaling are different bugs." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python 3.9/3.10 incompatibility is unrelated to loading physical-intelligence/fast under transformers>=5.1.0." + "reason": "Both are broad v5 regressions, but they affect different environments and loading paths." }, { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Deepseek tokenizer returning incorrect results are both tokenizer-related, but they are not the same failure mode." + "reason": "Tokenizer repository-resolution bug and DeepSeek tokenizer incorrect results are different concrete problems." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Batched video processor shape handling is unrelated to the broad dependency issue titled 'Dependency issue with transformers'." + "reason": "FlashAttention failure for Ministral-3 is unrelated to Kosmos2.5 OCR long-input indexing." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a numerical/config precision bug, not the torch.split return-value issue in GlmMoeDsaIndexer." + "reason": "A missing config epsilon in MLA layernorm is unrelated to torch.split return handling in GlmMoeDsaIndexer." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to a generic dependency issue." + }, + { + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default-resolution failures affect different models and different mechanisms." + "reason": "Quantized model saving failure and dequantized model loading/offload failure are different phases and different bugs." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of lm_head.weight depending on device and gemma4 resize_token_embeddings not updating output embeddings are distinct weight-handling regressions." + "reason": "Both mention tied/output weights, but one is serialization behavior and the other is resize_token_embeddings not updating Gemma4 outputs; not clearly the same fix." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are different quantization/offload bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver non-default resolution failures." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Ministral FlashAttention failure and compiled flex_attention failing on torch>=2.9 are separate attention-backend compatibility issues." + "reason": "Different attention-kernel failures with different models/code paths; not mergeable as one fix." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor files on save_pretrained and gemma-4 zero3 from_pretrained failure are unrelated save/load bugs." + "reason": "Missing processor save files is unrelated to Gemma4 zero3 from_pretrained loading." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "A placeholder 'ADD THE DATA' issue is unrelated to apply_chat_template crashing on assistant messages with tool calls and no content." + "reason": "Placeholder text issue is unrelated to apply_chat_template crashing on tool-call assistant messages." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files and a Chinese report about slower filtering after upgrade are not the same bug." + "reason": "Processor save-pretrained missing files is unrelated to a performance regression in data filtering." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer.from_pretrained loading problems in v5 and ESM2 being broken are separate model/tokenizer reports with different symptoms." + "reason": "Both are loading regressions, but they concern different models and unrelated code paths." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer mask-token registration and D-FINE auxiliary-loss behavior are completely different subsystems." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM prediction regressions and Deepseek tokenizer regressions both involve incorrect outputs, but not the same underlying bug." + "reason": "CamemBERT masked-LM prediction drift and DeepSeek tokenizer corruption are different model-specific regressions." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "A NameError importing sentence-transformers and tensorboard-only causing undefined tf backend are unrelated dependency/import issues." + "reason": "Import-time NameError in sentence-transformers is unrelated to a TensorBoard/TensorFlow packaging issue." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch during forward are entirely different problems." - }, - { - "left": "issue:44361", - "right": "issue:45593", - "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks is unrelated to D-FINE not using auxiliary losses when denoising is off." - }, - { - "left": "issue:43901", - "right": "issue:43994", - "accept": false, - "reason": "Docs mentioning return_all_scores and SigLIP2 nonsensical outputs are different issues; one is documentation, the other model behavior." - }, - { - "left": "issue:44987", - "right": "issue:45542", - "accept": false, - "reason": "A transformers>=5.1.0 model-loading failure is unrelated to the tensorboard/TensorFlow backend error." - }, - { - "left": "issue:43122", - "right": "issue:43650", - "accept": false, - "reason": "Tokenization differences between versions and a placeholder issue are not the same underlying bug." - }, - { - "left": "issue:44016", - "right": "issue:44291", - "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError with unexpected _is_hf_initialized are unrelated." + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer_class mismatch on save_pretrained and gemma-4 zero3 from_pretrained failures occur in different parts of the pipeline." + "reason": "A model-loading failure is not the same as a TensorBoard/TensorFlow installation error." } ] }, @@ -10194,10 +10227,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:16998", "issue:22355", @@ -10206,28 +10239,32 @@ "issue:41950", "issue:42491", "issue:42757", + "issue:43122", "issue:43262", "issue:43299", "issue:43352", - "issue:43441", "issue:43450", "issue:43525", - "issue:43540", "issue:43643", + "issue:43650", "issue:43673", "issue:43761", "issue:43824", "issue:43881", "issue:43901", "issue:43976", - "issue:44162", + "issue:43994", + "issue:44016", "issue:44188", "issue:44220", "issue:44242", "issue:44246", + "issue:44291", "issue:44295", + "issue:44297", "issue:44336", "issue:44351", + "issue:44361", "issue:44373", "issue:44485", "issue:44496", @@ -10235,34 +10272,35 @@ "issue:44561", "issue:44589", "issue:44617", - "issue:44749", - "issue:44779", "issue:44857", "issue:44871", "issue:44964", - "issue:45200", "issue:45250", - "issue:45292", "issue:45362", "issue:45375", "issue:45397", "issue:45593" ], "soft_pairs": [ + "issue:44361|issue:45593", + "issue:43901|issue:43994", + "issue:43122|issue:43650", + "issue:44016|issue:44291", + "issue:44297|issue:45397", "issue:44188|issue:44336", "issue:43673|issue:43761", "issue:43262|issue:44521", "issue:43525|issue:43881", "issue:43525|issue:43643", "issue:43450|issue:44617", - "issue:44589|issue:45362", "issue:42491|issue:43299", - "issue:43901|issue:44246", + "issue:44589|issue:45362", "issue:44336|issue:44373", "issue:41628|issue:43976", - "issue:16998|issue:22355", + "issue:43901|issue:44246", "issue:44242|issue:45593", "issue:43352|issue:45250", + "issue:16998|issue:22355", "issue:44295|issue:45397", "issue:44246|issue:44496", "issue:41950|issue:44220", @@ -10274,220 +10312,222 @@ "issue:43976|issue:44964", "issue:44246|issue:44871", "issue:44242|issue:44857", - "issue:45362|issue:45375", - "issue:44162|issue:45200", - "issue:44295|issue:44749", - "issue:43441|issue:43540", - "issue:44779|issue:45292" + "issue:45362|issue:45375" ], - "prepared_review_unit_hash": "e723f1f1ba0b87294468bceebe16c4bdedbc7c7ef70f75e5a77fe3adee38ff80", + "prepared_review_unit_hash": "884a11067081ee16a10b400b5323550cefb8986e561f09848cf64b62b2945c00", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36381, - "estimated_input_tokens": 9096, - "estimated_eval_tokens": 18448 + "soft_pair_count": 31, + "serialized_chars": 36671, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are unrelated standalone bugs. Only one soft pair looks like the same underlying regression: missing Qwen2.5-VL exports causing import failures at different entry points.", - "confidence": 0.63, - "canonical_issue_reason": "Use issue:43824 as the canonical issue: it captures the broader, user-facing top-level `transformers` import failure for Qwen2.5-VL, which can subsume the companion submodule export problem.", + "summary": "The set is a grab bag of unrelated regressions, import errors, model-specific loading failures, and docs/issues. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44521 is the strongest representative issue: it is a concrete, reproducible multimodal chat-template bug with active discussion and a clear user-facing failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best representative of the duplicate-like pair because it describes the public API break directly and is the clearest anchor for a single export-fix PR.", + "best_issue_reason": "issue:44521 is the best global anchor because it is specific, actionable, and tied to a core library workflow rather than a question or a documentation-only report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different models, different symptoms, and different code paths; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for text-classification is unrelated to a bad AutoModel/pipeline output regression." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior regression vs unrelated placeholder issue text; no shared underlying change." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 loading failure." + }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Different bugs: attention-kernel divergence under `torch.compile` vs stray ANSI codes in loading reports." + "reason": "Torch.compile attention-kernel divergence and ANSI reporting output are unrelated." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Unrelated regressions: chunked-prefill cache handling vs CLIPVision hidden states not returned." + "reason": "Generation cache regression and CLIP hidden_states regression affect different code paths." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both mention `apply_chat_template`, but one is audio sampling-rate defaulting and the other is multimodal assistant-mask generation." + "reason": "Both mention apply_chat_template, but one is audio sampling-rate defaults and the other is assistant mask generation; different bugs." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Different failures: missing `pad_token_id` on Llama4Config vs glm-4v-9b loading failure." + "reason": "Different model-loading failures with no clear shared root cause." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Config attribute error vs `trust_remote_code` returning incomplete config fields are not the same bug." + "reason": "A missing config field in one model is not the same as trust_remote_code dropping fields generally." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Batched video-shape bug and SAM3Video CUDA OOM are different code-path problems." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Float8 storage import error is unrelated to Qwen3.5 chat crashes." + "reason": "Batched video-shape bug and video OOM are distinct failure modes." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE models, but one is a LoRA compatibility regression and the other is model loading on v5 dev; too different to merge as one fix." + "reason": "Both involve Qwen3 MoE variants, but the reported failures are different enough that they are not clearly the same concrete bug." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Docs mismatch for `return_all_scores` is unrelated to intermittent import slowness." + "reason": "Float8 storage import failure is unrelated to a Qwen3.5 chat crash." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI-code output bug vs wrong `position_ids` docstring." + "reason": "Loading_report ANSI output and a docstring issue are unrelated." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Missing `AutoImageProcessor` export is not the same as Python 3.9/3.10 compatibility breakage." + "reason": "Missing export import error and Python version compatibility are different issues." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "DeBERTa `model_max_length` question is unrelated to missing `transformers.onnx` module." + "reason": "Documentation mismatch and import latency are unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both mention missing losses, but they affect different models and different loss mechanisms." + "reason": "Both mention losses, but they are for different models and different loss conditions." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Specific Nemotron FlashAttention-2 unsupported error vs a generic Flash Attention topic." + "reason": "A model explicitly lacking Flash Attention 2 support is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length question and missing transformers.onnx module are unrelated." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "`position_ids` buffer access error and Gemma-4 ZeRO-3 loading are distinct issues." + "reason": "Position_ids buffer access and gemma-4 zero3 loading are unrelated." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import performance regression is unrelated to model-config `model_type` recognition." + "reason": "Import slowness and unrecognized model config are different problems." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline choosing image processors is unrelated to `_torch_extract_fbank_features()`." + "reason": "Video-classification processor selection and audio feature extraction are unrelated subsystems." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Loading-report ANSI output has nothing to do with GLM-5 RoPE implementation." + "reason": "ANSI rendering noise and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Qwen2.5-VL export failure and `huggingface_hub.is_offline_mode` import error are unrelated." + "reason": "Both are import errors, but they involve different missing symbols from different packages." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2.5-VL image-processor export is unrelated to `HybridCache` import failure." + "reason": "Two separate missing imports in different transformer releases; not the same bug." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Cache handling regression is unrelated to removal of `is_torch_fx_available` for trust-remote-code models." + "reason": "Generation cache missing and removal of is_torch_fx_available are distinct regressions." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Qwen2.5-VL import/export failure is unrelated to Python version support." + "reason": "Missing Qwen2.5-VL export and Python 3.9/3.10 compatibility are unrelated." }, { "left": "issue:43976", "right": "issue:44964", "accept": false, - "reason": "Python 3.9/3.10 compatibility issue is unrelated to Phi-4 multimodal loading." + "reason": "Interpreter-version incompatibility and a specific multimodal model load failure are unrelated." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowness and Gemma-3 eos token config mismatch are different problems." + "reason": "Import latency and eos_token_id configuration mismatch are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing load-balancing loss and LwDetr float16 AMP crash are unrelated." + "reason": "Router-logit load balancing and LwDetrImageLoss AMP crash are different bugs." }, { "left": "issue:45362", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5 chat crash and missing `deepstack_visual_indexes` are both Qwen3.5-related, but they appear to be different bugs in different paths." - }, - { - "left": "issue:44162", - "right": "issue:45200", - "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "`position_ids` buffer error is unrelated to the Chinese performance regression report." - }, - { - "left": "issue:43441", - "right": "issue:43540", - "accept": false, - "reason": "Ministral FlashAttention failure and Qwen3OmniMoe video-processing ValueError are different model/runtime issues." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "DeepSeek tokenizer regression is unrelated to `resize_token_embeddings` not updating output embeddings." + "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a config field being dropped; not the same concrete issue." } ] }, @@ -10506,10 +10546,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:36246", "issue:42886", @@ -10530,14 +10570,15 @@ "issue:44077", "issue:44162", "issue:44246", + "issue:44295", "issue:44336", "issue:44368", "issue:44466", "issue:44496", "issue:44734", - "issue:44869", + "issue:44749", + "issue:44779", "issue:44877", - "issue:44933", "issue:44977", "issue:44987", "issue:44995", @@ -10547,7 +10588,6 @@ "issue:45229", "issue:45292", "issue:45335", - "issue:45356", "issue:45375", "issue:45397", "issue:45459", @@ -10561,26 +10601,29 @@ "issue:45759" ], "soft_pairs": [ - "issue:45292|issue:45584", + "issue:44162|issue:45200", + "issue:44295|issue:44749", "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:45292|issue:45584", + "issue:45561|issue:45563", "issue:45292|issue:45701", - "issue:43901|issue:45003", "issue:44987|issue:45459", - "issue:45561|issue:45563", - "issue:45375|issue:45759", "issue:43232|issue:44336", - "issue:43526|issue:45003", + "issue:45375|issue:45759", + "issue:43901|issue:45003", "issue:36246|issue:43596", + "issue:43526|issue:45003", "issue:44496|issue:45003", "issue:43257|issue:45137", - "issue:44995|issue:45200", "issue:43065|issue:43408", + "issue:44995|issue:45200", "issue:43262|issue:44246", "issue:42886|issue:45229", "issue:43475|issue:43540", "issue:44466|issue:45335", - "issue:44995|issue:45588", "issue:45397|issue:45656", + "issue:44995|issue:45588", "issue:43653|issue:44162", "issue:44368|issue:44977", "issue:44368|issue:45563", @@ -10588,218 +10631,228 @@ "issue:43673|issue:44734", "issue:45003|issue:45561", "issue:45137|issue:45600", - "issue:44933|issue:45459", - "issue:43931|issue:44368", - "issue:44869|issue:45356" + "issue:43931|issue:44368" ], - "prepared_review_unit_hash": "dffd5484f92d954faf513872333378037dec57e9b5f6dfdb787ee5485cb962b4", + "prepared_review_unit_hash": "c80b29307ff74249e8134302a8a6a3a14a0b3cde58df1768a34612f9bb83d180", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36868, - "estimated_input_tokens": 9217, - "estimated_eval_tokens": 18690 + "soft_pair_count": 31, + "serialized_chars": 37187, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issues with superficial title similarity only; the soft pairs are not the same underlying bug/change in almost every case. No PRs are present.", - "confidence": 0.89, - "canonical_issue_reason": "No single canonical issue for the whole cluster: the items span unrelated bugs (tokenizers, generation, DeepSpeed, SAM3, docs, utilities). The closest family is the resize_token_embeddings regression.", + "summary": "These issues are mostly unrelated model- or subsystem-specific regressions. The only strong duplicate-like pair is the two resize_token_embeddings reports, where one is the generic bug and the other is a T5Gemma-specific manifestation.", + "confidence": 0.78, + "canonical_issue_reason": "`issue:45292` is the cleanest, most general report of the resize_token_embeddings regression and can subsume the T5Gemma-specific follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best canonical-style issue in the set: it describes a broad API regression in resize_token_embeddings, which is more reusable than the narrower model-specific variants.", + "best_issue_reason": "`issue:45292` is the most canonical issue candidate: concise, concrete, and broad enough to represent the shared embedding-resize bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Different bugs: embedding resize regression vs Whisper empty-transcription crash after align_special_tokens." + "reason": "Different models and failures: ESM2 is broken vs Gemma 4 text-only token-type defaults." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Different models and failures: granite_speech config loading vs missing deepstack_visual_indexes in Qwen config." + "reason": "Different bug classes: position_ids buffer access vs general post-upgrade slowdown." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Unrelated: tokenization/version behavior changes are not the same as resize_token_embeddings not updating output embeddings." + "reason": "Both are config-related, but one is strict loading failure and the other is silent field dropping in a different Qwen config." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Docs mismatch vs runtime sys.modules access bug; no shared code-path failure." + "reason": "Tokenizer regression vs embedding-resize propagation; not the same underlying bug." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Loading a specific model package fails for one reason; the other is tokenizer error masking when protobuf is absent." + "reason": "Embedding resize bug and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Test-file race in xdist vs stale warning in paged generate(); different subsystems and symptoms." + "reason": "xdist file-race bug vs stale warning in paged generate; different code paths." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Missing config field vs Composite config unwrapping in AutoModelForCausalLM.from_config; distinct loading problems." + "reason": "Embedding update bug vs broad tokenization changes across versions; too general and not the same issue." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure vs tokenizer error masking with protobuf absent; different failure mechanisms." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs bug after sync_gpus is unrelated to ANSI escape output in loading_report." + "reason": "Generation kwargs/update bug vs ANSI-color output in loading_report; unrelated." }, { - "left": "issue:43526", + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Different config handling bugs: missing field dropped vs text_config not unwrapped in from_config." + }, + { + "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access in modeling_utils." + "reason": "Docs mismatch vs unsafe sys.modules access; not duplicates." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for Qwen2.5 VL image processor vs DeepSpeed ZeRO3 BertModel index error; different failures." + "reason": "ImportError for a missing class and a DeepSpeed/BertModel index error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Beit label reduction bug vs sys.modules safety issue; different subsystems." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config issue is unrelated to unsafe sys.modules lookup." + "reason": "Unrecognized model config vs sys.modules access; distinct bugs." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is not the same as the empty-deque ZeRO3 crash." + "reason": "Both involve DeepSpeed, but one is MOE weight conversion and the other is a ZeRO3 deque underflow." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Stale indexer cache on second forward pass vs missing default mm_token_type_ids; different code paths." + "reason": "SAM3 pixel-decoder implementation detail vs model-type warning on loading; not the same bug." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same issue as sam3_video/sam3_tracker config mismatch warning." + "reason": "Stale cache on second forward pass vs Gemma 4 token-type defaults; unrelated." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to slow import behavior." + "reason": "Audio sampling-rate default bug vs intermittent slow import; different areas." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline cache tokenization failure and multi-GPU OOM are unrelated problems." + "reason": "Offline tokenizer cache load failure vs multi-GPU CUDA OOM; not the same issue." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM3 video output is unrelated to Qwen3OmniMoe video-input validation." + "reason": "SAM3 missing attribute and Qwen3OmniMoe video-input ValueError are different model bugs." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both mention embeddings, but one is device-dependent tied-weight serialization and the other is resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Tied-weight serialization inconsistency vs resize_token_embeddings not updating decoder embeddings; related theme but different concrete failures." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Second-forward stale cache bug is unrelated to flash_attention crashing on s_aux=None." + "reason": "Gemma-4 ZeRO3 loading bug vs double optimizer step under DeepSpeed; unrelated." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Zero3 from_pretrained issue is distinct from optimizer.step being called twice under deepspeed." + "reason": "Stale indexer cache vs flash-attention crash on s_aux=None; different code paths." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token bug is unrelated to the broad ESM2 regression report." + "reason": "Tokenizer special-token registration bug vs ESM2 model breakage; not duplicates." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Tie_word_embeddings warning in Qwen3.5 LoRA is unrelated to flash-attention generation failure." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "Warning about tied embeddings is not the same as stale num_return_sequences warning in paged generate()." + "reason": "Tied-embedding warning vs Qwen3.5 flash-attention generation failure; unrelated." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are different issues." + "reason": "Qwen3-Next tied-weights warning vs patchtsmixer post_init policy; different concerns." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both involve cache terms, but one is a missing cache in chunked_prefill and the other is wrong tensor indexing in /v1/responses continuation." + "reason": "Both mention cache, but one is chunked_prefill GenerationMixin cache and the other is serve KV-continuation indexing; not the same bug." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to xdist capture-file races." + "reason": "sys.modules access bug vs xdist race condition; unrelated." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 empty-deque crash is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + "reason": "ZeRO3 deque underflow vs removed Sam3LiteText config references in auto_mappings; different failures." }, { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Missing import from image_utils is unrelated to hidden tokenizer errors when protobuf is missing." + "reason": "Qwen3-VL weight-shape mismatch vs tied-embedding warning; unrelated." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is a loading error, not the tied-embeddings warning seen in Qwen3.5." + "reason": "Different generation/tied-weights warning issues; no shared concrete bug." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44060", + "right": "issue:45335", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer regression are separate tokenizer/decoding bugs." + "reason": "Qwen3-Next tied-weights warning vs embedding resize propagation bug; not the same code-path problem." } ] }, @@ -10818,10 +10871,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:28282", "issue:30990", @@ -10840,22 +10893,20 @@ "issue:43482", "issue:43525", "issue:43643", - "issue:43646", "issue:43673", "issue:43704", "issue:43824", "issue:43827", "issue:44038", - "issue:44162", "issue:44222", "issue:44242", "issue:44297", "issue:44351", "issue:44361", - "issue:44496", "issue:44623", "issue:44661", "issue:44749", + "issue:44869", "issue:44933", "issue:45003", "issue:45081", @@ -10864,275 +10915,276 @@ "issue:45200", "issue:45230", "issue:45310", + "issue:45356", "issue:45375", "issue:45381", "issue:45397", + "issue:45459", "issue:45478", - "issue:45561", "issue:45656", "issue:45712" ], "soft_pairs": [ + "issue:44933|issue:45459", + "issue:44869|issue:45356", "issue:44297|issue:44623", - "issue:43646|issue:44162", "issue:44361|issue:44749", "issue:43232|issue:43673", - "issue:44623|issue:45656", "issue:43673|issue:43827", + "issue:44623|issue:45656", "issue:43452|issue:45003", "issue:28282|issue:30990", "issue:44749|issue:45310", "issue:44749|issue:45656", "issue:42994|issue:43482", "issue:43475|issue:43643", - "issue:45230|issue:45397", "issue:42371|issue:45092", + "issue:45230|issue:45397", "issue:44038|issue:44623", "issue:43475|issue:45381", "issue:41628|issue:44933", "issue:45081|issue:45103", - "issue:42994|issue:43525", "issue:45375|issue:45478", + "issue:42994|issue:43525", "issue:42673|issue:43704", "issue:43475|issue:44661", "issue:45310|issue:45375", "issue:42831|issue:44222", - "issue:42222|issue:45200", "issue:41628|issue:44351", + "issue:42222|issue:45200", "issue:44222|issue:45310", "issue:42994|issue:43824", - "issue:43377|issue:44242", + "issue:44038|issue:45310", "issue:42175|issue:45712", "issue:36010|issue:41628", - "issue:44038|issue:45310", - "issue:44496|issue:45561" + "issue:43377|issue:44242" ], - "prepared_review_unit_hash": "9ff02bde45a21986ef1c2b6f088fa4d4606ce22fecbf5f3828d089e8d0c6c742", + "prepared_review_unit_hash": "8c128aa92a2df1eb0e3bb9cfb18c21387b849344742839a01903c52f1d82f495", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37383, - "estimated_input_tokens": 9346, - "estimated_eval_tokens": 18948 + "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": "This cluster is a loose collection of Transformers regressions, mostly v5-era import/loading/config issues across different models. The titles overlap on broad themes, but none of the soft pairs look like the same concrete bug with enough confidence to merge.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43646 is the best representative because it is a broad, central v5 regression report and can subsume several of the more specific compatibility breakages in the cluster.", + "summary": "This cluster is heterogeneous and mostly false-positive similarity: import/export regressions, tokenizer/save/load bugs, generation/cache issues, FP8/quantization, and model-specific breakages. I did not find any soft pair that clearly describes the same underlying bug or change, so none were merged.", + "confidence": 0.66, + "canonical_issue_reason": "issue:41628 is the cleanest representative of a concrete, user-facing import/export regression; it is better scoped than the broader or more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most generally useful issue to anchor the cluster: it is specific enough to be actionable, but broad enough to represent the larger Transformers 5.x custom-initialization breakage theme.", + "best_issue_reason": "issue:41628 is the most straightforward and actionable bug report in the set, with a clear failure mode and a package-level symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "Both are save_pretrained-related, but one is about tokenizer metadata and the other about processor files; different code paths and fixes." + "reason": "Both mention import-related failures, but one is a nonexistent image_utils import and the other masks tokenizer errors when protobuf is absent; different code paths." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenization/decoding, but they are different model-specific regressions with different symptoms and fixes." + }, + { + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Generic v5 breakage vs a specific ESM2 model failure; too little evidence they are the same bug." + "reason": "Save_pretrained is shared, but one is tokenizer_class metadata and the other is missing processor files; not the same bug." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError and a performance regression report are unrelated." + "reason": "These are unrelated: MLukeTokenizer task handling versus a performance regression when filtering data." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both involve generation internals, but one is sync_gpus/update kwargs handling and the other is a missing GenerationMixin cache in chunked prefill; not the same defect." + "reason": "Both touch generation internals, but one is sync_gpus kwargs handling and the other is chunked_prefill cache behavior; not one concrete issue." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:43673", + "right": "issue:43827", "accept": false, - "reason": "Processor save/export bug vs deepspeed optimizer double-step; unrelated subsystems." + "reason": "Generation cache regression versus docs still referencing pipeline(); different artifacts and different fixes." }, { - "left": "issue:43673", - "right": "issue:43827", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Generation cache issue vs documentation referencing removed pipeline APIs; no shared underlying bug." + "reason": "Processor.save_pretrained missing files is unrelated to a deepspeed double optimizer-step bug." }, { "left": "issue:43452", "right": "issue:45003", "accept": false, - "reason": "gguf/from_pretrained loading failure and unsafe sys.modules access are different problems." + "reason": "GGUF/from_pretrained loading breakage is not the same as unsafe sys.modules access in modeling_utils." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "ImportError for missing PyTorch backend vs Sentence Transformers hanging on load; not the same issue." + "reason": "PyTorch-missing ImportError and sentence-transformers loading hang are different failure modes." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "A slowdown regression after upgrade and a Qwen3.5 MoE from_pretrained error are unrelated." + "reason": "A Chinese performance regression report versus a Qwen3.5 MoE from_pretrained error; no shared concrete bug." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance slowdown and optimizer stepping twice are different failure modes." + "reason": "Filtering slowdown and deepspeed optimizer double-step are unrelated." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized save failure and Qwen2.5-GGUF loading failure are different code paths." + "reason": "Quantized model saving failed versus GGUF loading failed; save-side and load-side issues are distinct." }, { "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "SAM 3 Vision output attribute bug vs missing config fields from trust_remote_code; not a duplicate." - }, - { - "left": "issue:45230", - "right": "issue:45397", + "right": "issue:43643", "accept": false, - "reason": "The generic report provides no evidence it matches the Gemma-4 ZeRO3 from_pretrained issue." + "reason": "SAM3 output attribute error and missing fields from trust_remote_code config are different object-construction problems." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings warning and remote-code meta-initialization incompatibility are unrelated." + "reason": "TF32 API warning/setting guidance is unrelated to meta-init incompatibility for old remote-code checkpoints." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report is not the same as a Gemma-4 zero3 from_pretrained failure." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files do not look like the same bug." + "reason": "Qwen3-VL-Moe/v5 bug versus processor.save_pretrained missing files; different subsystems." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different model families and different symptoms: missing field on SAM 3 Vision output vs wrong vision_position_ids for Qwen2.5-VL." + "reason": "Different vision/video bugs in different model families; no shared failing code path." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but the missing AutoImageProcessor export is not the same as a nonexistent image_utils import." + "reason": "Both are import-related, but one is a top-level export missing for AutoImageProcessor and the other is a nonexistent image_utils import; different missing symbols." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring annotation handling are unrelated." + "reason": "Tokenizer regex patch crash versus auto_docstring crash under future annotations; unrelated failures." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Quantized model saving and Llama4Config missing pad_token_id are different issues." + "reason": "Both involve Qwen3.5 MoE, but one is a missing config field and the other is a from_pretrained error; not enough evidence of the same bug." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is a specific missing config field and the other is a generic from_pretrained failure; not enough to treat as the same bug." + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different issues." }, { "left": "issue:42673", "right": "issue:43704", "accept": false, - "reason": "Same model name, but the reported leak contexts differ enough that this is not a confident duplicate from titles alone." + "reason": "Same title text, but the later report is a separate issue instance; no evidence they are the same underlying bug from the provided metadata." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 Vision output attribute error and tokenizer mapping/add-new-model failure are unrelated." + "reason": "SAM3 video attribute error and add-new-model-like tokenizer mapping failure are unrelated." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3.5 MoE related, but one is a from_pretrained error and the other is a missing vision config field; too different to merge confidently." + "reason": "Both are Qwen-related, but one is a from_pretrained error and the other is a missing config field silently dropped by strict validation." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy regression and FP8 save_pretrained failure are different symptoms and likely different fixes." + "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are distinct problems." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "VitPose breakage and Gemma 4 token-type-id defaulting are unrelated model-specific issues." + "reason": "Both are import errors, but they refer to different missing symbols and likely different exports." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different export fixes." + "reason": "Vitpose breakage and Gemma-4 mm_token_type_ids handling are unrelated model-specific bugs." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained for MoE vs Qwen3.5 MoE from_pretrained error are not the same concrete bug." + "reason": "FP8 save_pretrained for MoE versus a Qwen3.5 Moe from_pretrained error; different code paths." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized saving failure and missing Qwen2_5_VLForConditionalGeneration import are unrelated." + "reason": "Quantized model saving versus missing Qwen2_5_VLForConditionalGeneration import are separate loading/saving issues." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Padding-mask batching bug in MIMI encoder vs load-balancing loss omission in MoE routing are different model behaviors." + "reason": "Both mention Qwen3.5/Qwen3-VL, but the failure modes are different and model-specific." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Package install backend selection and leftover dummy torch classes are related to optional deps broadly, but not the same bug." + "reason": "TensorFlow backend packaging and dummy_pt_objects cleanup are related to packaging, but not the same concrete bug or change." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import failures, but they are for different APIs and likely separate export regressions." - }, - { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Both mention Qwen MoE and v5, but one is Qwen3-VL-Moe and the other is Qwen3.5 MoE; insufficient evidence they share the same root cause." + "reason": "Different missing imports: GenerationMixin versus AutoImageProcessor; not the same regression." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Unrecognized model/config issue vs xdist race in testing utils; unrelated." + "reason": "MIMI batching/padding-mask correctness and load-balancing loss omission are unrelated model-training issues." } ] }, @@ -11154,16 +11206,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:30333", "issue:30990", "issue:33290", "issue:35141", "issue:36331", - "issue:41628", "issue:42175", - "issue:42757", "issue:42831", "issue:42898", "issue:43232", @@ -11184,6 +11234,7 @@ "issue:44297", "issue:44373", "issue:44448", + "issue:44496", "issue:44568", "issue:44623", "issue:44734", @@ -11206,8 +11257,9 @@ "issue:45812" ], "soft_pairs": [ - "issue:44964|issue:45137", + "issue:44496|issue:45561", "issue:45561|issue:45600", + "issue:44964|issue:45137", "issue:43901|issue:45561", "issue:30990|issue:35141", "issue:42898|issue:44568", @@ -11220,16 +11272,16 @@ "issue:43278|issue:45137", "issue:44734|issue:45103", "issue:30333|issue:33290", - "issue:42898|issue:45356", "issue:43723|issue:44568", "issue:44060|issue:45125", + "issue:42898|issue:45356", "issue:43874|issue:45092", "issue:45405|issue:45712", "issue:42898|issue:44779", "issue:42898|issue:44448", "issue:44188|issue:44964", - "issue:43479|issue:44079", "issue:44295|issue:45656", + "issue:43479|issue:44079", "issue:44933|issue:45712", "issue:42175|issue:44933", "issue:44222|issue:44297", @@ -11239,254 +11291,246 @@ "issue:42831|issue:44623", "issue:44222|issue:44623", "issue:44206|issue:45103", - "issue:30333|issue:36331", - "issue:41628|issue:42757", - "issue:44297|issue:45310" + "issue:30333|issue:36331" ], - "prepared_review_unit_hash": "6d9e01e651837f34d7b812f4f19045c0455c671fad02c4768420cfdee79f9f63", + "prepared_review_unit_hash": "23fbe17b8006e89b1090fd9b846fce5bbd53bfea1e3ef7529e327b1a8e55b11d", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38567, - "estimated_input_tokens": 9642, - "estimated_eval_tokens": 19540 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37774, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated bugs across tokenization, loading, multimodal models, DeepSpeed, docs, and packaging. I found no soft-edge pair that clearly describes the same underlying issue, so all candidate links are rejected.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45812 is the strongest representative of the tokenizer-regression theme here: it is a concrete, silent v4\u2192v5 wrong-IDs report affecting a whole model family and is still open.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across tokenization, model loading, generation, DeepSpeed, multimodal processors, docs, and test infra. I do not see any soft pair that clearly describes the same underlying bug or change, so all candidate merges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45812 is the most concrete and actionable bug report in the set: it describes a specific silent regression in AutoTokenizer affecting Granite models with a clear failure mode and scope.", "canonical_pr_reason": null, - "best_issue_reason": "Among the mixed set, issue:45812 is the most actionable and broadly representative bug report in the recurring tokenizer/v5 regression subgroup.", + "best_issue_reason": "Issue 45812 is a strong representative issue because it is specific, reproducible, and user-facing, with a narrowly defined tokenizer regression rather than a broad or speculative report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Different failure modes: multimodal model loading vs DeepSpeed ZeRO3 deque error." + "reason": "Different failures: unrecognized model config vs pytest-xdist race in captured_info.txt." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Test-file race on captured_info.txt is unrelated to stale auto_mappings config references." + "reason": "Test harness race condition is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43901", "right": "issue:45561", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to xdist test race conditions." + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to xdist file race." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-Transformer loading hang and embedding reinitialization are different bugs." + "reason": "Sentence Transformers loading hang and token embedding resize reinit are different code paths." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is BOS/EOS insertion; different root causes." + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is special-token insertion for a specific tokenizer." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update bug is unrelated to janus image-generation test failure." + "reason": "Generation sync_gpus kwargs bug is unrelated to a janus image-generation test failure." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs handling and attention-kernel divergence are separate code paths." + "reason": "One is generation kwargs updating; the other is attention-kernel divergence under torch.compile." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both involve tokenization regressions, but the symptoms and affected behavior differ materially." + "reason": "Both concern tokenization, but one is cleanup-space behavior and the other is wrong token IDs for Granite models." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Torch.compile kernel branching is unrelated to a docstring typo." + "reason": "Attention-kernel branching bug is unrelated to a docstring typo for position_ids." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing processor save artifacts and Qwen3.5 from_pretrained failure are different issues." + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Missing nn import in sentence-transformers is unrelated to a missing Qwen2.5-VL class export." + "reason": "Import-time NameError in sentence-transformers is unrelated to missing Qwen2.5 VL class export." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to the ZeRO3 deque IndexError." + "reason": "Embedding dtype drift in evaluate is unrelated to DeepSpeed ZeRO3 deque errors." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation crash and auto_docstring annotation parsing crash are unrelated." + "reason": "Serve KV-cache indexing crash is unrelated to auto_docstring annotation handling." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow status reporting and DeepSpeed OOM are not the same bug." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Different tokenizer regressions: cleanup-space behavior vs codec handling/warning issues." + "reason": "MLflow training-job reporting and adafactor OOM in DeepSpeed are unrelated problems." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure and add_special_tokens behavior regression are distinct problems." + "reason": "Tokenizer loading in v5 and missing BOS/EOS on add_special_tokens are distinct tokenizer regressions." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are different defects." + "reason": "These are separate Qwen3 MoE issues: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and failure modes." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-processor method and remote-code/meta-init incompatibility are unrelated." + "reason": "Missing image-patch method in GLM46V is unrelated to old InternVL2 meta-init incompatibility." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Dependency version bump and dummy-class cleanup are unrelated maintenance issues." + "reason": "PEFT version pinning issue is unrelated to leftover dummy classes in repo checks." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and behaviors." + "reason": "Cleanup-space behavior change is unrelated to Deepseek tokenizer output regression." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Tokenizer behavior regression is unrelated to Pegasus output differences across versions." + "reason": "Tokenizer cleanup-space regression is unrelated to Pegasus CNN/DM output differences." }, { "left": "issue:44188", "right": "issue:44964", "accept": false, - "reason": "Attention-kernel divergence is unrelated to model loading failure." + "reason": "Attention-kernel divergence under compile is unrelated to Phi-4 multimodal model loading." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Default multimodal config initialization and ModelOutput key assignment are separate bugs." + "reason": "Position_ids buffer read bug is unrelated to optimizer stepping twice under DeepSpeed." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Position_ids buffer access error and double optimizer-step behavior are different issues." + "reason": "Phi-4 multimodal config init bug is unrelated to ModelOutput key assignment." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import and leftover dummy classes do not describe the same bug." + "reason": "Missing image_utils import is unrelated to leftover dummy classes causing repo checks to fail." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Package backend omission and nonexistent import cleanup are unrelated." + "reason": "Backend packaging omission is unrelated to a removed image_utils import." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained problem and tokenizer save_pretrained metadata mismatch are different save paths." + "reason": "FP8 MoE save_pretrained bug and tokenizer save_pretrained class-name bug are different features." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config mismatch is unrelated to DeepSpeed optimizer double-step behavior." + "reason": "Tokenizer config serialization issue is unrelated to DeepSpeed optimizer double-step." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and missing image_utils import are unrelated." + "reason": "Python version compatibility issue is unrelated to missing import from image_utils." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4 multimodal config initialization and Whisper timestamp decoding crash are unrelated." + "reason": "Phi-4 multimodal config initialization is unrelated to Whisper timestamp decode crash." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression and processor save_pretrained missing files are different issues." + "reason": "FineGrainedFP8 accuracy issue is unrelated to processor.save_pretrained missing files." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both touch save_pretrained, but for different objects and different failure modes." + "reason": "FP8 MoE save_pretrained and processor save_pretrained missing files are separate save/export bugs." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor crash and auto_docstring annotation parsing crash are unrelated." + "reason": "LasrFeatureExtractor center-arg regression is unrelated to auto_docstring annotation crashes." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting failure and CustomTrainer compute_loss signature mismatch are different bugs." - }, - { - "left": "issue:41628", - "right": "issue:42757", - "accept": false, - "reason": "Two different import errors from different modules, not one underlying defect." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 from_pretrained error are unrelated." + "reason": "MLflow job-reporting failure and CustomTrainer compute_loss signature mismatch are unrelated training bugs." } ] }, @@ -11505,10 +11549,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:22355", "issue:28282", @@ -11537,6 +11581,7 @@ "issue:44261", "issue:44263", "issue:44295", + "issue:44297", "issue:44360", "issue:44373", "issue:44483", @@ -11559,27 +11604,29 @@ "issue:45753" ], "soft_pairs": [ + "issue:41628|issue:42757", + "issue:44297|issue:45310", "issue:30333|issue:34689", "issue:43723|issue:44977", - "issue:28282|issue:30333", "issue:43873|issue:44945", - "issue:30333|issue:35141", "issue:44222|issue:44484", "issue:44263|issue:45092", + "issue:28282|issue:30333", + "issue:30333|issue:35141", "issue:44483|issue:45406", "issue:44263|issue:44360", "issue:44373|issue:44485", "issue:44295|issue:44623", - "issue:43479|issue:43644", "issue:44514|issue:45103", + "issue:43479|issue:43644", "issue:44261|issue:45092", "issue:45092|issue:45357", "issue:43723|issue:44871", - "issue:43479|issue:44913", "issue:30990|issue:38175", + "issue:43479|issue:44913", "issue:42886|issue:42994", - "issue:22355|issue:28282", "issue:41628|issue:43824", + "issue:22355|issue:28282", "issue:42831|issue:45310", "issue:39401|issue:44568", "issue:44263|issue:44373", @@ -11590,214 +11637,226 @@ "issue:42886|issue:43066", "issue:43232|issue:45593" ], - "prepared_review_unit_hash": "ce1608273173e860385325a07b69d05b33834b6f5e25e21c66b41629fa7701e7", + "prepared_review_unit_hash": "07cac3b403e6da2ef43bfc87bf9abdcbb3c6ff45010e2f58cbea6a5dc1d08cc4", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35670, - "estimated_input_tokens": 8918, - "estimated_eval_tokens": 18092 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36863, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not contain a real duplicate set; the issues are mostly unrelated regressions spanning import errors, tokenizer behavior, model loading, quantization, serving, and config serialization. No soft pair looks like the same concrete bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue stands out: the issues describe different root causes and code paths, so using one as an umbrella would be misleading.", + "summary": "These items are mostly heterogeneous, with no soft pair looking like the same concrete bug/change. The closest matches are only broad subsystem overlaps (imports, tokenizers, save/load, quantization), but not true duplicates. I\u2019d use the broad v5 import-regression report as the best issue representative.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45278 is the broadest, most representative active report in this set: it summarizes widespread import failures after upgrading to Transformers 5.5.0, which is the kind of umbrella issue that can collect related reports.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue for deduping the whole cluster; 45278 is the broadest upgrade-regression report, but it still does not represent the other unrelated bugs.", + "best_issue_reason": "Issue 45278 has the widest scope among the candidates and is phrased as a general regression rather than a model-specific edge case, making it the best single issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Different failures: MLFlow reporting on job failure vs model loading regression for a specific Llama vision checkpoint." + "reason": "Both are import errors, but they involve different missing symbols and different dependency boundaries; not the same bug." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer from_pretrained issue vs Qwen3.5 flash-attention generation bug; different code paths and symptoms." + "reason": "Tokenizer config save/load metadata mismatch vs Qwen3.5 from_pretrained failure; different code paths and symptoms." }, { - "left": "issue:28282", - "right": "issue:30333", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "PyTorch dependency import error is unrelated to MLFlow not updating after a failed training job." + "reason": "MLflow reporting after failed training vs model loading regression; unrelated failures." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Quantization/offloading behavior is a different problem from incorrect outputs under pipeline parallelism." + "reason": "General tokenizer loading issue vs Qwen3.5 flash-attention generation bug; different concrete problems." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "MLFlow failure reporting and embedding reinitialization in post_init are unrelated bugs." + "reason": "Quantization/offloading behavior vs pipeline-parallel output correctness; not the same underlying bug." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained failure is not the same as the max_shard_size default question." + "reason": "FP8 save_pretrained bug vs a question about max_shard_size defaults; not duplicates." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split issue is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "DSA indexer torch.split behavior vs meta-init incompatibility for old InternVL2 checkpoints; different issues." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import dependency vs MLflow reporting after failed jobs; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting vs embedding reinitialization on resize; different layers of the stack." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat completions request rejection and Gemma4Processor _tokenizer crash are different serving failures." + "reason": "Chat/completions request handling vs Gemma4Processor attribute crash; different endpoints and bugs." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention DSA indexer, but one is about torch.split return values and the other about a missing ReLU; not the same bug." + "reason": "Same broad DSA area, but one is about torch.split return values and the other about a missing ReLU; not the same change." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE is an implementation bug." + "reason": "Docstring issue vs RoPE implementation bug; clearly different." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading registered position_ids buffer and processor.save_pretrained missing files are unrelated." + "reason": "Buffer registration/readback bug vs processor save_pretrained missing files; different subsystems." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "Default config initialization when None is not the same as non-persistent buffers being filled with junk." + "reason": "Qwen2_5_VL chat template batching crash vs auto_docstring annotation crash; unrelated." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Batched apply_chat_template crash is unrelated to auto_docstring failures under future annotations." + "reason": "Default multimodal config initialization vs junk-filled non-persistent buffers; not the same bug." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm and remote-code meta-init incompatibility are distinct issues." + "reason": "Precision/config epsilon issue in MLA vs checkpoint meta-init incompatibility; different root causes." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "InternVL2 meta-init incompatibility and Qwen3.5 visual-encoder save_pretrained regression are different bugs." + "reason": "Old InternVL2 meta-init incompatibility vs incorrect visual encoder keys on save_pretrained; different code paths." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading failure and eos_token_id inconsistency are separate tokenizer/model-config issues." + "reason": "General tokenizer loading failure vs Gemma eos_token_id inconsistency; both tokenizer-related but not the same defect." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Phi4Multimodal config defaults vs GPTNeoX rotary_pct not persisting on reload are unrelated serialization/config bugs." + "reason": "Sentence-transformers loading stall vs unexpected zero probabilities in SigLIP2; unrelated." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Sentence-Transformers loading hang and SigLIP2 zero-probability output do not share a concrete failure mode." + "reason": "Config defaulting when None vs GPTNeoX rotary_pct not persisting on reload; different configuration bugs." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are different subsystems." + "reason": "Offline cache tokenizer load failure vs quantized model saving failure; different operations and symptoms." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are both import errors but not the same bug." + "reason": "Both are import errors, but for different missing transformer exports and different model families; not a duplicate." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Two missing exports from transformers, but they involve different symbols and likely different fixes." + "reason": "Missing transformers.onnx module vs missing PyTorch dependency for AutoModel; unrelated import failures." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 from_pretrained error; different bugs." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping and mdeberta-v3 BOS/EOS handling are different tokenizer behaviors." + "reason": "Tokenizer offset_mapping bug vs add_special_tokens BOS/EOS omission; both tokenizer issues but not the same underlying behavior." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A runtime indexer bug and a docstring issue are not duplicates." + "reason": "DSA indexer runtime behavior vs a wrong docstring; not comparable as duplicates." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output corruption and a Qwen3_5 image-specific infinite loop are different generation bugs." + "reason": "Pipeline parallelism output correctness vs a Qwen3_5 image-specific infinite loop; unrelated model/runtime bugs." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Generic FP8 accuracy issue and Qwen3-VL-Moe regression are not the same concrete problem." + "reason": "FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe bug; different concrete failures." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Specific missing huggingface_hub symbol and a broad transformers upgrade import-regression report are too different to merge." + "reason": "Specific missing is_offline_mode import vs a broad set of import errors after upgrade; related theme, but not the same concrete bug." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken env command and sentence-transformers import NameError are unrelated." + "reason": "Broken transformers env command vs sentence-transformers import NameError; different code paths." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer bugs." + "reason": "Offline tokenizer cache load failure vs wrong tokenizer decoder type in v5; different problems." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Generation kwargs update bug vs D-FINE auxiliary-loss behavior; unrelated." } ] }, @@ -11816,10 +11875,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:29127", "issue:30990", @@ -11870,53 +11929,53 @@ "issue:45600" ], "soft_pairs": [ + "issue:42371|issue:44263", "issue:44117|issue:44704", "issue:43756|issue:44060", - "issue:42371|issue:44263", "issue:30990|issue:33357", "issue:42907|issue:44945", "issue:44704|issue:45290", "issue:44295|issue:44297", - "issue:43232|issue:45245", "issue:43122|issue:44514", + "issue:43232|issue:45245", "issue:43784|issue:45600", - "issue:44261|issue:44373", - "issue:42907|issue:43937", "issue:43723|issue:44779", - "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:44261|issue:44373", "issue:43723|issue:44442", - "issue:44360|issue:44485", + "issue:41628|issue:45278", "issue:43408|issue:43475", + "issue:44360|issue:44485", "issue:43122|issue:44521", "issue:43232|issue:44743", "issue:44625|issue:44829", "issue:43116|issue:45200", "issue:29127|issue:30990", - "issue:44038|issue:44297", "issue:42907|issue:44964", + "issue:44038|issue:44297", "issue:43122|issue:44779", "issue:44038|issue:44295", "issue:42907|issue:43452", "issue:39401|issue:44488", - "issue:44038|issue:44222", "issue:36296|issue:43116", + "issue:44038|issue:44222", "issue:43824|issue:44351", "issue:39401|issue:44521" ], - "prepared_review_unit_hash": "defb15bf33a7f34bfbd0c963cb6d1b11bda6758e1cbddfbfd59914dfd883c12e", + "prepared_review_unit_hash": "31195dcd1eab70b57c175ac13922474e725cc22d638aef908c6940a213c2319f", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36388, + "serialized_chars": 36386, "estimated_input_tokens": 9097, "estimated_eval_tokens": 18450 }, @@ -11925,211 +11984,202 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct Transformers v5 regressions around imports, tokenizers, processors, generation, and a few model-specific bugs. The broadest representative is the open report about many import errors after upgrading to 5.5.0.", - "confidence": 0.55, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here and best matches the recurring import/load regressions seen across the cluster.", + "summary": "This set is mostly heterogeneous transformer bugs rather than one duplicate cluster. The only plausible soft duplicate is a tokenizer-loading regression in v5 (43723 \u2194 44442); the rest are too different in model, subsystem, or failure mode.", + "confidence": 0.68, + "canonical_issue_reason": "No single true canonical issue spans the whole set. If forced to anchor the closest duplicate subgroup, issue 43723 is the best candidate because it is the broadest report of a v5 AutoTokenizer loading regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative user-facing problem in the set, and it can plausibly absorb several of the narrower import failures.", + "best_issue_reason": "Issue 43723 is the most general, symptom-focused tokenizer-loading regression among the items, so it is the best canonical anchor for the one likely duplicate subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split return-value bug are unrelated subsystems and symptoms." + }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Both involve from_pretrained plumbing, but one is a tokenizer mapping None bug and the other is an AutoProcessor kwarg propagation issue; different code paths." + "reason": "TOKENIZER_MAPPING_NAMES returning None is a tokenizer registry bug; cached_file kwargs forwarding is a processor loading bug." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-specific bugs: Smollm3 RoPE-layer handling versus Qwen3-Next tied-weights warnings." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 API settings guidance is unrelated to the GLMoe torch.split return-value bug." + "reason": "Different model-specific problems: missing RoPE layers vs an incorrect tied-weights warning." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "A loading hang in sentence-transformers and a MacOS bus error in CLIP are different failures." + "reason": "A loading hang and a Mac bus error are different failure modes on different models." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models and incorrect output under pipeline parallelism are unrelated problems." + "reason": "Saving dequantized models and pipeline-parallel output correctness are not the same code-path problem." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Processor kwarg forwarding and apply_chat_template crashing on tool-call messages are different bugs." + "reason": "Processor kwargs propagation and chat-template tool-call crashes are distinct issues." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class metadata being wrong on save_pretrained." + "reason": "Reading a buffer-backed position_ids tensor and tokenizer_class metadata mismatch are unrelated." }, { - "left": "issue:43232", - "right": "issue:45245", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Generation sync_gpus state handling and a 2^24 category limit error are not the same issue." + "reason": "Tokenizer behavior change across versions and batched chat-template crashes are different bugs." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:43232", + "right": "issue:45245", "accept": false, - "reason": "Tokenizer output drift across versions and batched chat-template crashing with padding=False are different behaviors." + "reason": "Generation kwarg handling after sync_gpus and a category-count limit error do not match." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "A missing nn import in sentence-transformers is unrelated to stale Sam3LiteText auto-mapping references." + "reason": "Sentence-transformers import NameError and broken Sam3LiteText mappings are separate import/regression reports." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:43723", + "right": "issue:44779", "accept": false, - "reason": "MLA layernorm epsilon precision and a wrong docstring for position_ids are not duplicates." + "reason": "Both involve tokenizers in v5, but one is a loading failure and the other is incorrect tokenization output." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Dequantized save failures and invalid GenerationConfig validation are unrelated." + "reason": "Dequantized save failures and invalid GenerationConfig errors are different problems." }, { - "left": "issue:43723", - "right": "issue:44779", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms, so they are not clearly the same bug." + "reason": "A precision/config bug in q_a_layernorm and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": true, + "reason": "Both describe AutoTokenizer.from_pretrained loading failures in v5; 44442 looks like a model-specific instance of the same loader regression." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad umbrella for many import errors, but the former is one specific missing import; not enough evidence they are the same underlying bug." + "reason": "A missing exported symbol and broad post-upgrade import errors are too general to treat as the same concrete bug." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Tokenizer loading failure and FastSpeech2ConformerTokenizer lookup failure are distinct model-specific import/load issues." + "reason": "SAM3 model-type warning and a missing fpn_position_embeddings attribute are different SAM3 issues." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A missing ReLU in DSA indexer is unrelated to GLM-5 RoPE implementation." - }, - { - "left": "issue:43408", - "right": "issue:43475", - "accept": false, - "reason": "SAM3 model-type warning and missing fpn_position_embeddings are different SAM3-video problems." + "reason": "The DSA indexer ReLU discussion and the GLM-5 RoPE implementation bug are unrelated." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer behavior drift and zero assistant masks in multimodal chat templates are separate bugs." + "reason": "Tokenizer regression and all-zero assistant masks in multimodal chat templates are different manifestations." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Both touch generation/cache state, but one is about sync_gpus kwargs and the other about recurrent state reset; not the same concrete bug." + "reason": "Generation state handling after sync_gpus and recurrent-state reset in modular_qwen3_5 are distinct code paths." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated." + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 training degeneration are not the same bug." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Multi-label classification example output and Gemma 4 mm_token_type_ids defaults are different issues." + "reason": "Example-script multi-label output failure and Gemma 4 token-type defaults are separate issues." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "An error-message clarity complaint is not the same as a loading hang." + "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading hang are unrelated." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Qwen3-VL-Moe version-5 bug and tokenizer_class metadata mismatch are unrelated." + "reason": "Dequantized save failure and Phi-4 multimodal load failure are different model-level bugs." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Dequantized save problems and Phi-4 multimodal load failure do not match." + "reason": "Qwen3-VL-Moe breakage and tokenizer save metadata mismatch are not the same underlying issue." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they are model-specific and do not appear to share a concrete fix." + "reason": "A tokenizer regression and Deepseek tokenizer incorrect results are both tokenizer-related, but not the same concrete failure." }, { "left": "issue:44038", - "right": "issue:44295", + "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are unrelated bugs." + "reason": "Qwen3-VL-Moe bugs and FP8 save_pretrained moe bugs are different concrete problems." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Saving dequantized models and gguf_file breaking auto-loading are different code paths." + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache exports are distinct import errors; do not merge just because both are import failures." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong Qwen3 offset_mapping and inability to load a specific model are unrelated tokenizer/model-loading problems." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Both mention MoE, but one is a loading/compatibility bug and the other is FP8 save_pretrained behavior; not the same issue." + "reason": "Wrong offset_mapping in Qwen3 tokenizer and a model-loading failure for cjvt/sleng-bert are unrelated." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training and multi-label classification script behavior are unrelated." - }, - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Different missing exports: Qwen2_5_VLForConditionalGeneration versus HybridCache." + "reason": "Tensor-parallel training and multi-label example-script output are different bug classes." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Incorrect offset_mapping and zero assistant_masks are separate tokenizer/chat-template bugs." + "reason": "Tokenizer offset-mapping corruption and zero assistant masks in multimodal apply_chat_template are different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well-grounded in the packet and stays conservative on the soft-edge calls. The lone accepted pair, issue:43723 \u2194 issue:44442, is supported by both titles describing AutoTokenizer loading failures in v5. The remaining verdicts generally avoid overclaiming duplicate status across clearly different subsystems or failure modes. 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 }, @@ -12141,10 +12191,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:22355", "issue:28218", @@ -12200,9 +12250,9 @@ "issue:42757|issue:44351", "issue:43066|issue:44779", "issue:22355|issue:28218", - "issue:43122|issue:44977", "issue:42907|issue:44222", "issue:43992|issue:44704", + "issue:43122|issue:44977", "issue:43784|issue:45446", "issue:43937|issue:44485", "issue:42222|issue:43441", @@ -12215,9 +12265,9 @@ "issue:44038|issue:45478", "issue:44222|issue:45478", "issue:43116|issue:43493", + "issue:43937|issue:45563", "issue:43064|issue:43673", "issue:45083|issue:45446", - "issue:43937|issue:45563", "issue:38617|issue:45278", "issue:39401|issue:44779", "issue:33453|issue:39401", @@ -12229,238 +12279,226 @@ "issue:45405|issue:45446", "issue:43450|issue:43986" ], - "prepared_review_unit_hash": "45ffd8b471482161bc3af8841a99a746d15a39665c53a745ae899179dfe32021", + "prepared_review_unit_hash": "2ffcc3414d5763dc574eef5bd9a7ec0ee6e36ec848d299bf38a3f37685943cb4", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36732, - "estimated_input_tokens": 9183, - "estimated_eval_tokens": 18622 + "serialized_chars": 36737, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of Transformers v5 regression reports, with many unrelated tokenizer/import/model-specific bugs. I did not find any soft pair that clearly describes the same concrete bug, so all soft edges are rejected.", - "confidence": 0.32, - "canonical_issue_reason": "issue:45278 is the broadest umbrella item in the set: a general post-upgrade import-regression report. It is the best anchor for the cluster theme, though it is not a true duplicate of the other issues.", + "summary": "This cluster is broadly heterogeneous, with many unrelated Transformers v5 regressions, import errors, tokenizer bugs, and model-specific failures. No soft pair is a clear duplicate; the best representative issue is the broad import-regression report (#45278).", + "confidence": 0.41, + "canonical_issue_reason": "#45278 is the broadest and most umbrella-like issue in the set (\u201cmany import errors after update\u201d), so it is the most plausible canonical bucket for near-duplicates in this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative issue because it captures the widest visible failure mode (many import errors after upgrading), making it the best single cluster label.", + "best_issue_reason": "#45278 is the most generally applicable report and the best representative of the overall v5 upgrade/import-regression theme, even though the cluster is not truly cohesive.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Same model/version family, but one is save_pretrained checkpoint corruption and the other is a from_pretrained load failure; different code paths." + "reason": "Same model family, but one is a save_pretrained checkpoint issue and the other is a from_pretrained/load error; not the same concrete bug." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols/modules (`is_offline_mode` vs `HybridCache`)." + "reason": "Both are import errors, but they involve different missing symbols from different packages and different code paths." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors/models (decoder type vs Deepseek token output)." + "reason": "Both concern tokenizer behavior in v5, but one is decoder-type selection and the other is Deepseek output correctness; too different to merge." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Unrelated: missing `transformers.onnx` import vs tokenizer spacing bug." - }, - { - "left": "issue:43122", - "right": "issue:44977", - "accept": false, - "reason": "Different issues: generic tokenization change vs Qwen3.5 flash-attention generation failure." + "reason": "Completely different problems: ONNX module import vs extra whitespace after added tokens." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both involve saving, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE save_pretrained." + "reason": "Both touch model saving, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE save_pretrained; not the same bug." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Different from_pretrained layers: encoder weight loading vs AutoProcessor kwargs forwarding." + "reason": "One is a specific encoder weight-loading omission, the other is AutoProcessor not forwarding kwargs; different layers and failures." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression vs flash-attention generation failure; no shared concrete code path." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Different failures and code paths: import-time `nn` NameError vs flex_attention version check." + "reason": "Both are import/version-related crashes, but they are unrelated dependency checks and missing imports in different modules." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Same model family, but one is invalid GenerationConfig and the other is a RoPE implementation issue." + "reason": "Same model family, but invalid GenerationConfig and RoPE implementation are distinct bugs." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different model families and subsystems: vitpose model breakage vs Ministral FlashAttention." + "reason": "Different model families and different failure modes: broken vitpose models vs Ministral-3 flash-attention failure." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "Unrelated: TF32 API warning vs missing image processor method." + "reason": "TF32 API guidance vs a missing image-processor method; unrelated issues." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Both are version-compatibility bugs, but for different dependencies (`python` vs `torch`)." + "reason": "Version-compatibility complaints, but one is a Python version support issue and the other is a PyTorch version check bug." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different multimodal problems: SigLIP2 implementation mismatch vs Qwen3.5 image-generation loop." + "reason": "Different multimodal models and different symptoms; no evidence of the same underlying bug." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Different bugs: FP8 accuracy regression vs Qwen3.5 infinite loop." + "reason": "FineGrainedFP8 accuracy issue and Qwen3_5 image infinite loop are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling vs trainer evaluate-after-train failure; different code paths." + "reason": "Optimizer-argument handling vs post-train evaluate failure; not the same defect." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Different example/pipeline issues: empty multilabel outputs vs stale translation support message." + "reason": "Example-script multi-label output bug vs pipeline() error-message/docs inconsistency; different surfaces and causes." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both touch Qwen3 MoE, but one is a VL-Moe bug and the other is a from_pretrained load error." + "reason": "Both involve Qwen MoE and v5, but one is a broad bug report and the other is a specific from_pretrained regression; not clearly the same code-path issue." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Different save/load bugs: FP8 MoE serialization vs Qwen3.5 load failure." + "reason": "MoE-related but one is FP8 save_pretrained and the other is a load/from_pretrained failure; different operations." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Unrelated: classification script behavior vs SigLIP2 model discrepancy." + "reason": "Classification example output vs SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validity vs a stale warning in paged generate; different bugs." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Both involve training/generation internals, but one is optimizer-state sharding and the other is cache handling." + "reason": "Trainer/FSDP optimizer-state corruption vs missing GenerationMixin cache in chunked prefill; unrelated subsystems." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Unrelated: feature-extraction length helper vs flex_attention import/version check." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "Different generation issues: invalid GenerationConfig vs stale warning about `num_return_sequences`." + "reason": "A qwen3_omni_moe helper-function behavior issue vs a flex_attention version-check bug; no shared code path." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Specific missing import vs broad report of many import errors; not the same concrete failure." + "reason": "#45278 is a broad import-regression umbrella, but #38617 is a specific missing symbol import; not enough to treat as the same underlying bug." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer bugs affecting different models and outputs (offset mapping vs general correctness)." + "reason": "Both are tokenizer correctness regressions, but they affect different model families and different behaviors." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer loading regression vs Qwen3 offset-mapping bug." + "reason": "Tokenizer loading regression vs wrong offset_mapping; related domain but not the same concrete failure." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Unrelated: tokenizer mapping None handling vs flash_attention crash on `s_aux=None`." + "reason": "Tokenizer mapping fallback bug vs flash_attention crash on s_aux=None; unrelated." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Completely unrelated: ONNX module import vs LayoutLMv3 error-message clarity." + "reason": "No relation beyond both being issues; completely different components and symptoms." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Documentation/pipeline removal issue vs PyTorch version-check bug." + "reason": "Docs/pipeline-removal issue vs flex_attention version-check bug; unrelated." }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Unrelated training-mode checkpointing constraint vs pipeline-parallelism output bug." - }, - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "Different dependency/version problems: PEFT release bump vs torch version gating." - }, - { - "left": "issue:43450", - "right": "issue:43986", - "accept": false, - "reason": "Both involve processors, but one is batch shape output and the other is a missing torchvision import crash." + "reason": "Gradient checkpointing eval-mode restriction vs incorrect output under pipeline parallelism; different training/inference problems." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Both are generation/model bugs, but they target different models and failure modes (GLM-5 invalid config vs Qwen3.5 flash-attention behavior)." + "reason": "Different model-specific generation problems with no shared concrete implementation failure." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Different dependency/version problems: PEFT release bump vs torch version gating." + "reason": "PEFT minimum-version packaging issue vs PyTorch version check bug; different dependencies and failure modes." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Processor batch-shape bug vs AutoProcessor crash without torchvision; different concrete failures." + "reason": "Video processor batch shape bug vs AutoProcessor crash without torchvision; both video-related but not the same bug." } ] }, @@ -12479,10 +12517,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:38617", "issue:39401", @@ -12503,8 +12541,9 @@ "issue:43742", "issue:43874", "issue:43906", + "issue:43931", "issue:43937", - "issue:43986", + "issue:44038", "issue:44075", "issue:44117", "issue:44220", @@ -12533,18 +12572,18 @@ "issue:45656" ], "soft_pairs": [ - "issue:42673|issue:45072", "issue:44117|issue:45081", + "issue:42673|issue:45072", "issue:39401|issue:43421", "issue:38617|issue:41628", - "issue:44829|issue:45216", "issue:44410|issue:45310", + "issue:44829|issue:45216", "issue:44291|issue:45071", "issue:42222|issue:45542", "issue:44484|issue:45310", "issue:42175|issue:42222", - "issue:43408|issue:43742", "issue:43937|issue:44496", + "issue:43408|issue:43742", "issue:44483|issue:45464", "issue:44075|issue:45656", "issue:44964|issue:45278", @@ -12565,234 +12604,234 @@ "issue:42371|issue:42831", "issue:42673|issue:44977", "issue:42673|issue:43906", - "issue:43986|issue:44484" + "issue:43931|issue:44038" ], - "prepared_review_unit_hash": "8e0f94c095237951e23aa1f0e2fff57294196b118f797abd5ffbb715bdb0a37b", + "prepared_review_unit_hash": "bbe176138eb06c257ac83c911d90e9ef865d038b159890a0bc44461864254b08", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 36944, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "serialized_chars": 37454, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers v5 regression reports, especially around model/tokenizer loading, API compatibility, and dtype/precision changes. The soft pairs share broad subsystem keywords, but they usually describe different concrete failures and should not be merged as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45278 is the best umbrella representative: it describes a broad import-failure regression after upgrading to 5.5.0, which matches the cluster\u2019s general \u201cv5 breakage\u201d theme better than the more model-specific reports.", + "summary": "This cluster is a heterogeneous mix of unrelated Transformers regressions and feature requests. The soft pairs mostly share only broad subsystem keywords (tokenizers, imports, Qwen, flash-attention, GLM, dtype), not the same concrete bug or change, so I reject all soft matches.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45278 is the broadest and most cluster-like issue here, covering a general upgrade regression rather than a single model- or component-specific bug.", + "best_issue_reason": "issue:45278 is the broadest umbrella-style regression report in the set, so it is the best representative issue, but it still does not truly canonically cover the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Both are performance/precision regressions, but one is a VRAM leak and the other is a dtype mismatch warning; different bugs." + "reason": "Both are tokenizer-adjacent failures, but one is a missing mapping/None-handling problem and the other is a Mistral regex/backend_tokenizer crash." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Both involve tokenizer internals, but one is a missing mapping entry and the other is a Mistral regex/backend crash." + "reason": "Different bug classes: a multithreaded VRAM leak versus a bfloat16 dtype mismatch in inference." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Offset mapping errors and runtime post-processor update bugs are related to tokenization, but not the same code-path problem." + "reason": "Both involve tokenizers, but offset_mapping corruption is not the same as post-processor not updating after runtime special-token changes." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different exported symbols and different breakage points." + "reason": "Different import failures for different symbols; no indication they stem from the same code path." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "FlashAttention training degeneration and save_pretrained checkpoint corruption are distinct model-level regressions." + "reason": "One is missing projections in qwen3next; the other is a Qwen3.5 Moe from_pretrained load error." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "These are both Qwen-related, but one is missing projections in a model layer and the other is a from_pretrained loading error." + "reason": "Flash-attention training degradation and save_pretrained checkpoint corruption are distinct problems." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both touch v5 API changes, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking." + "reason": "Unexpected _is_hf_initialized handling and PretrainedConfig type-checking are unrelated regressions." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose model breakage and TensorFlow/tensorboard installation issues are unrelated." + "reason": "VitPose model breakage is unrelated to the TensorFlow backend being absent from a torch-only install." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Max shard size behavior has nothing to do with the Qwen3.5 MoE loading error." + "reason": "A save_pretrained shard-size question does not match a Qwen3.5 Moe loading failure." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Package dependency/backends mismatch versus broken VitPose models; different failure classes." + "reason": "Package dependency/backend installation issue versus a broken model implementation; not the same bug." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "These are different model-loading warnings/errors for unrelated models and code paths." + "reason": "GenerationConfig validation and missing model_type in config.json are different loader failures." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "GenerationConfig validation failure and missing model_type config are both loading issues, but they are not the same bug." + "reason": "A model-type warning between sam3 variants is unrelated to a MobileLLM key error." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions on Qwen3.5, but one is a general API rejection and the other is a streaming inference failure." + "reason": "Same endpoint family, but a general request rejection is not the same as a streaming-inference failure on Qwen3.5-0.8B." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Optimizer arguments being ignored is not the same as an optimizer step being called twice under deepspeed." + "reason": "Both mention optimizers, but ignored SGD args and double optimizer.step() under deepspeed are different defects." }, { "left": "issue:44964", "right": "issue:45278", "accept": false, - "reason": "A specific Phi-4 multimodal load failure is not the same as a broad import-error regression after upgrade." + "reason": "Specific Phi-4 multimodal load failure versus a broad multi-import regression report; not the same underlying issue." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both involve dtype/precision, but one is a warning during compilation and the other is incorrect dtype propagation in BLIP2." + "reason": "One is a warning about float32 precision during compile; the other is incorrect dtype propagation when loading Blip2." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Tokenizer decoder type mismatch and tokenization output differences are related but not the same underlying defect." + "reason": "Tokenizer decoder-type mismatch and changed tokenization behavior are related only at a high level, not the same concrete bug." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and MLA layernorm epsilon precision issues are unrelated." + "reason": "TF32 settings API guidance and MLA rms_norm_eps precision mismatch are unrelated." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch-count support and missing rms_norm_eps are different multimodal/model-configuration bugs." + "reason": "Missing image-patch counting support is not the same as a layernorm epsilon precision issue." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "A missing import symbol and a feature-extraction helper issue are different failures." + "reason": "ImportError for a missing symbol and an audio feature-extraction bug are different code paths." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen-family issues, but one is missing projections and the other is a Qwen3.5 MoE from_pretrained error." + "reason": "Different Qwen model families and different failure modes; no single shared bug." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Shard-size behavior is unrelated to the Qwen3.5 MoE loading regression." + "reason": "Shard-size behavior and Qwen3.5 Moe from_pretrained loading are unrelated." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "VitPose model breakage and protobuf-related tokenizer error masking are unrelated." + "reason": "VitPose breakage is unrelated to tokenizer errors hidden by protobuf exception handling." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Both are GLM-related, but one is a torch.split/indexer issue and the other is a RoPE implementation discussion." + "reason": "A torch.split return-value issue in GLM-MoE indexing is not the same as the GLM-5 RoPE implementation question." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed config API and unexpected key warnings are both version-breakage symptoms, but not the same concrete change." + "reason": "A removed config helper and unexpected position-id keys are separate regressions." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but one is a model failure on Ministral-3 and the other is a training degeneration bug." + "reason": "Both mention flash-attention, but one is a model-specific failure and the other is a training-quality regression." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "A precision warning and a model-type mismatch warning are different issues." + "reason": "Different warnings for different models and different causes." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Import symbol breakage and PretrainedConfig type-checking regressions are distinct API problems." + "reason": "Importing AutoImageProcessor and PretrainedConfig type checking are unrelated issues." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type checking regression in PretrainedConfig is unrelated to the TensorFlow backend installation error." + "reason": "Type-checking regression has no connection to TensorFlow backend installation behavior." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 behavior control and FineGrainedFP8 accuracy issues are unrelated." + "reason": "TF32 API settings and FineGrainedFP8 accuracy are distinct performance/precision topics." }, { "left": "issue:42673", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a VRAM leak and the other is a generation failure with flash-attention." + "reason": "VRAM leak in multithreaded Qwen3ForCausalLM and flash-attention generation problems are different bugs." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "A Qwen3ForCausalLM memory leak is not the same as a reproduction of a different upstream issue." + "reason": "No concrete evidence that the isolated reproduction of issue 38071 is the same VRAM leak problem." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "A missing torchvision crash path and a save_pretrained shard-size question are unrelated." + "reason": "Weight-shape mismatch for Qwen3-VL-30B is not the same as the Qwen3.5/Qwen3-VL-Moe issue." } ] }, @@ -12811,10 +12850,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:38617", "issue:42617", @@ -12865,13 +12904,13 @@ "issue:45588" ], "soft_pairs": [ - "issue:43931|issue:44038", + "issue:43986|issue:44484", "issue:44117|issue:44987", - "issue:43097|issue:43452", "issue:43335|issue:45071", + "issue:43097|issue:43452", "issue:43976|issue:44945", - "issue:43408|issue:44368", "issue:43874|issue:44263", + "issue:43408|issue:44368", "issue:44829|issue:45245", "issue:38617|issue:42757", "issue:43064|issue:44315", @@ -12879,259 +12918,229 @@ "issue:38617|issue:44351", "issue:44062|issue:44117", "issue:42673|issue:43577", - "issue:43097|issue:45588", "issue:44704|issue:45103", + "issue:43097|issue:45588", "issue:44038|issue:44410", "issue:44964|issue:45071", - "issue:44261|issue:44485", "issue:43931|issue:44410", + "issue:44261|issue:44485", "issue:44964|issue:45341", - "issue:43986|issue:44117", "issue:43502|issue:43992", + "issue:43986|issue:44117", "issue:43097|issue:43873", "issue:43066|issue:43906", + "issue:45341|issue:45561", "issue:43986|issue:45290", "issue:43986|issue:45372", - "issue:45341|issue:45561", "issue:43986|issue:45341", "issue:43097|issue:43901", "issue:42617|issue:45341", "issue:43825|issue:44655", - "issue:45341|issue:45588", - "issue:43992|issue:44484" + "issue:43992|issue:44484", + "issue:45341|issue:45588" ], - "prepared_review_unit_hash": "3e86f2adaa3e93b5587a2975338bc49dc5946829c8e38846bc1653d90e9d91d3", + "prepared_review_unit_hash": "0813b3a0ae7c98e6694039745e719b7307619cd3a745f79851a6dd999488c7a8", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37408, - "estimated_input_tokens": 9352, - "estimated_eval_tokens": 18960 + "serialized_chars": 37409, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: most items are independent bug reports across different subsystems, model families, and failure modes. None of the soft-edge pairs are safe duplicate merges from title-level evidence alone. Issue 43097 is the best broad representative of a v5-breaking-change/reporting theme, but it is not a duplicate of the others.", - "confidence": 0.62, - "canonical_issue_reason": "43097 is the clearest cluster representative because it is a concrete, user-facing v5 API regression with broader impact and inbound references; however, the cluster overall is too mixed to imply a true duplicate hub.", + "summary": "These issues are mostly unrelated Transformers bugs with only superficial overlap around v5, loading, and import paths. None of the soft pairs look like the same underlying bug or change, so all candidate merges are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43097 is the most umbrella-like v5 regression report in this set, with broad downstream impact and enough generality to serve as the best representative anchor among the listed issues.", "canonical_pr_reason": null, - "best_issue_reason": "43097 has the strongest combination of scope, clarity, and community impact among the listed issues, making it the most reasonable single representative for triage.", + "best_issue_reason": "Issue 43986 is the most concrete and actionable standalone bug report here, with a specific crash path and clear reproduction-oriented framing, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a shape-mismatch on a specific checkpoint and the other is a broader v5/model compatibility issue; not the same bug." + "reason": "Video-model crash without torchvision vs a save_pretrained shard-size question; different bug classes." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both are tokenizer/loading failures, but they point to different code paths and symptoms; no evidence they are the same underlying defect." + "reason": "Tokenizer-mapping None bug vs a model-loading failure for a specific repo; no shared root cause." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "One is a removed config attribute in v5; the other is a gguf/from_pretrained loading break. Different APIs and failure modes." + "reason": "Config construction bug in SwitchTransformers vs PretrainedConfig type-checking regression; unrelated." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "A SwitchTransformersConfig sparse-layer construction bug is unrelated to PretrainedConfig type checking." + "reason": "Removed tie_embeddings warning/regression vs gguf tokenizer/model loading breakage; not the same issue." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and incorrect pipeline-parallel outputs are unrelated issues." + "reason": "Python compatibility problem vs incorrect pipeline-parallel outputs; different failure modes." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "These are different warnings in different model/config paths; not the same code-path problem." + "reason": "Missing image-patch API vs torch.split return handling in a different model component." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "Both are GLM-family issues, but one is an image-processor API absence and the other is a torch.split indexing bug; distinct defects." + "reason": "sam3 model-type warning vs tie_word_embeddings warning in Qwen fine-tuning; only superficial warning overlap." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "Training degradation with flash_attention_3 is unrelated to the category-count runtime limit." + "reason": "Flash-attention training degeneration vs large-category runtime limit; unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages; not the same bug." + "reason": "Different ImportError targets from different packages and code paths." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP/optimizer-state corruption and Liger Kernel not applied via model_init are different training-time issues." + "reason": "FSDP/PEFT optimizer-state bug vs Liger Kernel application issue; not the same concrete path." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen3 variant/config problems; one is missing layer projections, the other is a missing config field silently dropped." + "reason": "Missing Qwen3Next projections vs missing Qwen3_5MoeVision config field; different model/config defects." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "These are separate import-name failures with different symbols and modules." + "reason": "Importing different missing symbols from different modules; no evidence of one underlying breakage." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken special-argument duplication and tokenizer-mapping None handling are unrelated tokenizer bugs." + "reason": "AddedToken keyword collision vs tokenizer mapping assumption failure; unrelated tokenizer bugs." }, { "left": "issue:42673", "right": "issue:43577", "accept": false, - "reason": "A VRAM leak in dataloader threads is unrelated to Blip2 dtype propagation." + "reason": "VRAM leak in multi-threaded dataloaders vs dtype not propagating on load; different symptoms and paths." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Removed config API and flash_attention sink-less crash are unrelated." + "reason": "cached_file kwargs forwarding vs auto_docstring annotation crash; unrelated internals." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding and auto_docstring annotation handling are different subsystems." + "reason": "Config flag removal/warning vs flash_attention None-aux crash; not the same bug." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both mention Qwen3/Qwen3-VL-ish models, but the concrete failures differ completely." + "reason": "Qwen3-VL-Moe bug vs Qwen3Next layer projection omission; different model families and defects." }, { "left": "issue:44964", "right": "issue:45071", "accept": false, - "reason": "Model-loading failure for Phi-4 multimodal and PretrainedConfig type-checking regression are not the same issue." + "reason": "Model load failure for Phi-4 multimodal vs config type-checking regression; no common code path." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "MLA layernorm epsilon handling and GLM-5 RoPE implementation are separate model-specific bugs." + "reason": "Qwen VL weight-shape mismatch vs missing projections in Qwen3Next; distinct load vs architecture issues." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Different model families and symptoms; one is load-time shape mismatch, the other is missing projections in a layer." + "reason": "MLA layernorm epsilon precision issue vs GLM-5 RoPE implementation discussion; not duplicates." }, { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "Phi-4 model loading and a testing_utils bug are unrelated." + "reason": "Model loading failure vs a testing utility bug; completely different areas." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "AutoProcessor crash without torchvision is unrelated to tokenizer mapping assumptions." + "reason": "local_files_only network calls vs missing embed token weights on load; different loading bugs." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "local_files_only network leakage and missing embed_tokens.weight on UMT5Encoder are different loading bugs." + "reason": "Video-model torchvision crash vs tokenizer mapping None; unrelated failures." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "A removed config attribute and quantization/offloading behavior are unrelated." + "reason": "tie_embeddings config removal vs quantization/offloading issue; only broad v5-era overlap." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "The reproduction issue references another ticket, but there is no clear evidence it is the same tokenizer-decoder bug." - }, - { - "left": "issue:43986", - "right": "issue:45290", - "accept": false, - "reason": "Both touch processor/chat-style flows, but one is torchvision-dependent video loading and the other is chat templating with tool-call messages." - }, - { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "Video-model loading without torchvision and Gemma 4 processor import failure are distinct problems." + "reason": "Tokenizer decoder type warning vs reproduction of another issue; not the same concrete problem." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A vague testing_utils bug and an xdist race on captured_info.txt are not clearly the same defect." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "Different subsystems entirely; no duplicate signal." - }, - { - "left": "issue:43097", - "right": "issue:43901", - "accept": false, - "reason": "Removed API behavior and stale docs for return_all_scores are not the same underlying issue." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "A 3d_parallel.py runtime issue is unrelated to a testing_utils bug." + "reason": "Different testing-utils bugs: captured_info helper issue vs xdist race on captured_info.txt." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline translation messaging and pipeline save_pretrained support are separate pipeline issues." + "reason": "Pipeline docs mismatch vs inability to save Pipeline objects; different symptoms and fixes." }, { - "left": "issue:45341", - "right": "issue:45588", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Testing utilities and flash_attention sink handling are unrelated." + "reason": "Missing embed_tokens.weight on load vs shard-size question; unrelated." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:45341", + "right": "issue:45588", "accept": false, - "reason": "A missing encoder weight during load is unrelated to save_pretrained shard size defaults." + "reason": "Testing utility bug vs flash_attention crash on None auxiliary output; different code paths." } ] }, @@ -13150,10 +13159,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:36010", "issue:36683", @@ -13205,10 +13214,10 @@ "issue:45753" ], "soft_pairs": [ - "issue:43208|issue:43550", "issue:43012|issue:43550", - "issue:42886|issue:43381", "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:42886|issue:43381", "issue:42907|issue:45753", "issue:42907|issue:44655", "issue:43531|issue:45341", @@ -13218,43 +13227,43 @@ "issue:42757|issue:43824", "issue:44038|issue:44230", "issue:43618|issue:43761", - "issue:44483|issue:45290", "issue:38617|issue:43502", - "issue:43064|issue:44380", + "issue:44483|issue:45290", "issue:43299|issue:43867", "issue:44483|issue:45381", + "issue:43064|issue:44380", "issue:43901|issue:44655", "issue:36683|issue:43475", "issue:43867|issue:45216", "issue:42994|issue:44655", "issue:43352|issue:43937", "issue:43066|issue:45381", - "issue:44220|issue:44655", "issue:36010|issue:42757", + "issue:44220|issue:44655", "issue:43756|issue:44485", "issue:44263|issue:45440", "issue:36683|issue:43525", "issue:43906|issue:45753", "issue:43618|issue:45216", "issue:36683|issue:44242", - "issue:43299|issue:45753", "issue:36683|issue:43881", + "issue:43299|issue:45753", "issue:43352|issue:43976" ], - "prepared_review_unit_hash": "8d332596a91c350508142bb4be60391ddb745db5f039669e1ce63a279e19071a", + "prepared_review_unit_hash": "0bfb4674e1e3139d15900aebe6f19b2095b9e91c895376e3bf4fe81a68075026", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37731, + "serialized_chars": 37730, "estimated_input_tokens": 9433, "estimated_eval_tokens": 19122 }, @@ -13263,222 +13272,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most high-similarity pairs are only superficially related (imports, model-specific regressions, save/load, chat template, attention backends) and do not look like the same underlying bug or change.", + "summary": "The set is heterogeneous; the soft pairs mostly share only broad subsystem or symptom-level similarity, not the same concrete bug/change. I would not merge any of the proposed soft edges.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated failures across different models and subsystems, so there is no safe duplicate anchor for the cluster.", + "canonical_issue_reason": "No single issue is a defensible canonical for this set; the items are unrelated regressions, import errors, model-specific failures, and API behavior changes.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best issue for deduping the cluster; the broadest-looking reports still cover different code paths and would be misleading as a canonical representative.", + "best_issue_reason": "issue:42886 is the strongest standalone representative because it is a narrow, reproducible regression with a clear trigger (HF_HUB_OFFLINE=1) and expected behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43208", + "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Different models and failure modes: xLSTM training bugs vs Bamba torch.compile/SDPA bug." + "reason": "Different problems: a bfloat16 compile warning versus a Bamba SDPA/torch.compile failure." }, { "left": "issue:43012", - "right": "issue:43550", + "right": "issue:44368", "accept": false, - "reason": "A bfloat16 compile warning is not the same as a Bamba compile failure under SDPA." + "reason": "Unrelated symptoms: precision warning versus a tie_word_embeddings warning in a fine-tuning workflow." }, { - "left": "issue:42886", - "right": "issue:43381", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated issues." + "reason": "Different model families and different failures; no shared concrete code path." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:42886", + "right": "issue:43381", "accept": false, - "reason": "Both mention warnings, but they concern different warnings from different code paths." + "reason": "Offline cache loading bug versus gradient checkpointing in eval mode; unrelated behavior." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models is unrelated to Qwen3.5 looping on a specific image." + "reason": "One is about saving dequantized models, the other about an image-specific infinite loop." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both are save-related, but one is dequantized model saving and the other is saving Pipeline objects; different bugs." + "reason": "Both involve saving, but one is quantized/dequantized model saving and the other is Pipeline.save_pretrained." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and a testing_utils bug are not the same underlying issue." + "reason": "Sliding window handling in Qwen3-MoE is unrelated to a testing_utils bug." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BEiTImageProcessorFast label reduction are unrelated." + "reason": "Different xLSTM training bugs versus a BeitImageProcessorFast label-reduction bug." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat completions request handling and Qwen2_5_VLProcessor batching are different code paths." + "reason": "Chat completions API rejection and batched chat template crash are different request-path bugs." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A precision warning during compile is not the same as a flex_attention compile failure on newer torch." + "reason": "Precision warning versus compiled flex_attention failure; not the same bug." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they are for different libraries and missing symbols." + "reason": "Both are import errors, but they are missing different symbols from different modules." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3-VL-Moe model loading and fp8 inference support are separate model-specific problems." + "reason": "Qwen3-VL MoE loading bug versus fp8 support request for a related but distinct model/configuration." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but one is missing attentions and the other is missing hidden_states; not clearly the same bug." - }, - { - "left": "issue:44483", - "right": "issue:45290", - "accept": false, - "reason": "API request rejection and apply_chat_template crashing on tool-call messages are different failures." + "reason": "Both are CLIP regressions, but one affects attentions and the other hidden_states; different concrete failures." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "A missing configuration import and unwanted hub requests under local_files_only=True are unrelated." + "reason": "An import failure in configuration_utils is unrelated to local_files_only network requests." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are different problems." + "reason": "Different chat-related crashes with different inputs and failure points." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL-Moe loading failure and sorted-state_dict load error are distinct serialization/loading bugs." + "reason": "Both are loading failures, but one is Qwen3VL MoE model loading and the other is a sorted state_dict load error." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat completions request parsing and Qwen2.5-VL video vision_position_ids are unrelated." + "reason": "Chat completion request handling and Qwen2.5-VL video position IDs are separate bugs." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to GPT2 attention scaling being ignored by SDPA/FlashAttention." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "A stale doc mention and Pipeline save_pretrained failure do not share the same bug." + "reason": "Docs mismatch for return_all_scores is unrelated to Pipeline.save_pretrained behavior." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size and SAM3 vision output missing fpn_position_embeddings are unrelated attribute errors." + "reason": "Different attribute errors on different model configs/outputs; not the same underlying bug." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Loading failure with sorted state_dict and Qwen3.5 save_pretrained checkpoint corruption are different serialization regressions." + "reason": "Both touch serialization/loading, but one is a sorted state_dict load issue and the other is a save_pretrained regression for Qwen3.5." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and Pipeline saving failure are not the same code path." + "reason": "Both concern saving, but one is quantized model saving and the other is saving Pipeline objects." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Nemotron Flash Attention support and GLM-5 generation config validation are different issues." + "reason": "A Flash Attention support limitation for Nemotron is not the same as GLM-5 GenerationConfig validation failure." }, { "left": "issue:43066", "right": "issue:45381", "accept": false, - "reason": "Wrong tokenizer decoder type and Qwen2.5-VL video position ids are unrelated." + "reason": "Tokenizer decoder type mismatch and video vision_position_ids are different regressions." }, { - "left": "issue:44220", - "right": "issue:44655", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Audio feature extraction and Pipeline save_pretrained are different subsystems." + "reason": "Both are import errors, but they concern different symbols and different modules; too broad to merge." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:44220", + "right": "issue:44655", "accept": false, - "reason": "Different import errors from different packages and symbols; no shared underlying bug." + "reason": "Audio feature extraction issue versus Pipeline.save_pretrained; unrelated code paths." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer behavior and GLM-5 RoPE implementation are not the same concrete change." + "reason": "RoPE layer mismatch in Smollm3 is unrelated to GLM-5 RoPE implementation discussion." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "A torch.split result issue in one class and DeepseekV3MoE divergence are different model bugs." + "reason": "A torch.split indexing issue is unrelated to DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Missing vocab_size on Gemma3Config and missing pad_token_id on Llama4Config are separate config regressions." + "reason": "Both are missing-attribute errors, but on different configs and different attributes." }, { "left": "issue:43906", "right": "issue:45753", "accept": false, - "reason": "A reproduction of another issue and Qwen3.5 image looping are unrelated." + "reason": "A reproduction of an older issue is unrelated to a Qwen3.5 image-specific infinite loop." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output assignment regression and Qwen3.5 checkpoint saving regression are unrelated." + "reason": "CLIP output regression and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3Config attribute missing and MoE load-balancing loss omission are different bugs." + "reason": "Gemma3Config vocab_size and MoE load-balancing loss are unrelated bugs." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:36683", + "right": "issue:43881", "accept": false, - "reason": "Qwen3VL-Moe loading failure and Qwen3.5 infinite loop on an image are unrelated model-specific issues." + "reason": "Gemma3Config missing vocab_size and glm-4v-9b loading failure are different issues." }, { - "left": "issue:36683", - "right": "issue:43881", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "Different missing-attribute/loading failures on different model configs." + "reason": "Qwen3VL MoE loading and an image-triggered infinite loop are different failure modes." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "FlashAttention support for Nemotron and Python version compatibility are unrelated." + "reason": "Flash Attention 2 support for one model is unrelated to a Python version compatibility problem." } ] }, @@ -13497,10 +13506,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:28282", "issue:33453", @@ -13551,13 +13560,13 @@ "issue:45600" ], "soft_pairs": [ - "issue:43441|issue:44380", "issue:43992|issue:45310", + "issue:43441|issue:44380", "issue:43352|issue:44380", "issue:44380|issue:45479", "issue:43867|issue:45375", - "issue:43064|issue:44492", "issue:41669|issue:44246", + "issue:43064|issue:44492", "issue:43618|issue:44380", "issue:43352|issue:45478", "issue:44355|issue:44855", @@ -13576,9 +13585,9 @@ "issue:43618|issue:44857", "issue:43618|issue:45588", "issue:43618|issue:44977", - "issue:43901|issue:44938", "issue:42890|issue:44964", "issue:44655|issue:44938", + "issue:43901|issue:44938", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", @@ -13586,244 +13595,244 @@ "issue:42890|issue:45341", "issue:44222|issue:45125" ], - "prepared_review_unit_hash": "6b4fe99a6547a0064d9317ec5187ea227378ba8bc82151daf6a8cd0fa544a221", + "prepared_review_unit_hash": "d831f6e17c6b296d9f12be13caf32b68eaa6bc5e6c3a45016437e787c8a3e134", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 36917, - "estimated_input_tokens": 9230, - "estimated_eval_tokens": 18716 + "serialized_chars": 36916, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs. Only one soft edge looks like a true duplicate: the import-time slowdown reports (41669 \u2194 44246).", - "confidence": 0.84, - "canonical_issue_reason": "Issue 41669 is the most concrete root-cause report in the only clearly matching duplicate pair: it identifies the import-* overhead directly, while 44246 is a symptom-level complaint about slow imports.", + "summary": "This cluster is mostly heterogeneous issue reports. The only soft-duplicate candidate I\u2019d accept is the import-time slowdown pair, where one issue identifies a likely root cause and the other reports the same slow `import transformers` symptom.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 41669 is the stronger canonical: it identifies the concrete cause (`import *` in model modules) behind the import-time slowdown, while the paired issue only reports the broader symptom.", "canonical_pr_reason": null, - "best_issue_reason": "41669 is the best representative issue here because it names the actionable cause of the import slowdown and is the clearest standalone bug report in the cluster.", + "best_issue_reason": "Issue 41669 is the best issue anchor for the cluster because it is the most specific, actionable description of the only apparent duplicate pair and captures the underlying regression more clearly than the symptom-only report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:44380", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Both mention flash attention, but one is a model-specific FA issue and the other is GPT-2 attention scaling behavior." + "reason": "Both are `from_pretrained` failures, but they involve different models and different missing pieces; not the same concrete bug." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43441", + "right": "issue:44380", "accept": false, - "reason": "Both are from_pretrained failures, but they involve different models and different likely failure modes." + "reason": "Both mention FlashAttention, but one is model support for Ministral and the other is GPT-2 attention scaling behavior; different code paths." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Nemotron lacking FA2 support is not the same bug as GPT-2 attention scaling being ignored." + "reason": "Unsupported FlashAttention for Nemotron is a different problem from GPT-2 attention scaling being ignored." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Different code paths: attention backend configuration vs sequence-classification zero-loss behavior." + "reason": "These are unrelated: one is attention backend config handling, the other is a classification loss degeneracy issue." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "One is a state_dict loading problem; the other is a missing config field silently dropped." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "A distributed optimizer-state bug is unrelated to a cache-strategy typo." + "reason": "A generic load-state_dict issue is not the same as a missing config field being dropped by strict serialization." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Same underlying issue: slow import of transformers caused by import-heavy model modules." + "reason": "Both describe `import transformers` being slow; 41669 points to a plausible root cause for the same import-time regression." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption and a cache-strategy typo are unrelated bugs." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attentions assignment and GPT-2 attention scaling are different bugs." + "reason": "CLIP attentions not being assigned is unrelated to GPT-2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:43352", "right": "issue:45478", "accept": false, - "reason": "Same broad flash-attention area, but different model-specific failures and different symptoms." + "reason": "These are different model-specific issues; one is unsupported FlashAttention, the other is a Qwen3.5 MoE load failure." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file import errors and a Python 3.13 decorator parsing issue are distinct causes." + "reason": "Running compiled Python files and a Python 3.13 `@torch.jit.script` parsing failure are different failure modes." }, { "left": "issue:36683", "right": "issue:44117", "accept": false, - "reason": "Missing Gemma3Config.vocab_size is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "A missing `vocab_size` attribute in one config is not the same as `TOKENIZER_MAPPING_NAMES` returning `None`." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "A missing set_seed in one test is not the same as an xdist race on captured_info.txt." + "reason": "Seed-related test flakiness and an xdist race on a captured-info file are different testing issues." }, { "left": "issue:43097", "right": "issue:43352", "accept": false, - "reason": "Removing tie_embeddings_and_encoder_decoder is unrelated to flash-attention support." + "reason": "A removed config flag and FlashAttention support for Nemotron are unrelated." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State_dict ordering load failures and wrong visual-encoder save keys are different model I/O bugs." + "reason": "Load-time state_dict ordering problems are not the same as incorrect keys being saved for Qwen3.5 vision encoders." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are version-specific load failures, but they are different Python compatibility problems." + "reason": "Both are Python-version compatibility complaints, but they target different versions and different loading failures." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained errors are different model-loading issues." + "reason": "Different models and different missing/loading behavior; not a duplicate." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3MoE divergence from remote implementation." + "reason": "A DSA indexer math bug is unrelated to DeepseekV3MoE diverging from its remote implementation." }, { "left": "issue:43064", "right": "issue:44655", "accept": false, - "reason": "Wrong optimizer states in training and inability to save Pipeline objects are different features." + "reason": "Optimizer-state corruption in training is unrelated to saving Pipeline objects." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both involve tensor parallelism, but one is a training bug and the other is an OOM during model loading." + "reason": "Tensor-parallel training state corruption and TP-related OOM during model loading are different problems." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "PatchTSMixer post_init policy and GPT-2 attention scaling are unrelated bugs." + "reason": "A `post_init` policy change for patchtsmixer is unrelated to GPT-2 attention backend behavior." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "A load-model failure is not the same as a question about max_shard_size defaults." + "reason": "State-dict load ordering and the default `max_shard_size` in `save_pretrained` are unrelated." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch import support and tokenizer-loading regression do not share the same root cause." + "reason": "PyTorch-not-found import error and tokenizer-loading regression are different failure classes." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Missing CLIP attentions and a float16 AMP crash are different model paths." + "reason": "Missing CLIP attentions and an AMP/CUDA crash in LwDetrImageLoss are unrelated." }, { "left": "issue:43618", "right": "issue:45588", "accept": false, - "reason": "CLIPOutput attentions assignment and FlashAttention s_aux=None crash are unrelated." + "reason": "Both mention flash attention only indirectly; the concrete failures and affected code paths differ." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "CLIP attentions missing is not the same bug as Qwen3.5 flash-attention generation failure." - }, - { - "left": "issue:43901", - "right": "issue:44938", - "accept": false, - "reason": "Docs mismatch for return_all_scores and Python 3.14 import failure are different issues." + "reason": "CLIP attention output behavior is unrelated to Qwen3.5 generation issues under flash-attention." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test flakiness and multimodal model loading failure are unrelated." + "reason": "A flaky SamHQ integration test and a Phi-4 multimodal load failure are unrelated." }, { "left": "issue:44655", "right": "issue:44938", "accept": false, - "reason": "Pipeline save_pretrained limitations are not the same as Python 3.14 load failures." + "reason": "Saving Pipeline objects and Python 3.14 import/load failure are different issues." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43901", + "right": "issue:44938", "accept": false, - "reason": "A seed-related test flake is unrelated to a GraniteSpeech CI device override issue." + "reason": "Documentation mismatch for a pipeline parameter is unrelated to a Python 3.14 loading failure." }, { "left": "issue:42890", - "right": "issue:45341", + "right": "issue:44112", "accept": false, - "reason": "No evidence these are the same bug; one is a test-seed flake, the other is an unspecified testing_utils issue." + "reason": "Different test failures in different areas; no shared underlying bug is evident." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "FP8 save_pretrained behavior and missing _tp_plan for tensor parallelism are separate Qwen3.5 MoE problems." + "reason": "SamHQ test flakiness and broken auto-mapping references to removed configs are separate CI issues." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Ignoring local_files_only and AddedToken special-arg duplication are different code paths." + "reason": "Offline-download behavior and an `AddedToken()` argument error are unrelated." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "Cache no_grad decoration and SGD argument handling are unrelated." + "reason": "A `torch.no_grad` decoration request for cache updates is unrelated to SGD argument handling." }, { "left": "issue:42890", - "right": "issue:45600", + "right": "issue:45341", + "accept": false, + "reason": "A specific seeding-related test failure and a vague testing_utils bug are too different to treat as the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "A flaky integration test does not match an auto_mappings reference to removed Sam3LiteText configs." + "reason": "Both mention Qwen3.5 MoE, but one is FP8 save_pretrained behavior and the other is tensor-parallel planning; different fixes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft edge (41669 \u2194 44246) is a conservative duplicate call based on matching import-slowdown reports. The other pair rejections stay within the evidence available from titles and do not overstate certainty." + "feedback": "The cluster summary is grounded in the packet, and the one accepted soft edge is conservative enough: 41669 and 44246 both concern slow `import transformers`, with 41669 plausibly identifying a root cause for that same import-time regression. The other pairwise rejects also stay appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -13842,7 +13851,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:30333", "issue:30990", @@ -13913,41 +13922,41 @@ "issue:44355|issue:44655", "issue:44355|issue:45071", "issue:43827|issue:44961", - "issue:43010|issue:45656", "issue:33453|issue:34689", - "issue:42757|issue:43576", + "issue:43010|issue:45656", "issue:43299|issue:44556", + "issue:42757|issue:43576", "issue:33453|issue:36296", "issue:43576|issue:45071", "issue:43576|issue:43824", "issue:44961|issue:45468", - "issue:43010|issue:43976", "issue:31795|issue:38617", "issue:38617|issue:43576", + "issue:43010|issue:43976", "issue:41628|issue:42548", "issue:43576|issue:44351", "issue:44908|issue:44961", - "issue:43010|issue:43232", "issue:36296|issue:43901", + "issue:43010|issue:43232", "issue:41628|issue:44355", "issue:36296|issue:43526", "issue:44261|issue:44360", "issue:44623|issue:45230" ], - "prepared_review_unit_hash": "394fab7adf1ed8b88cf18e1f1523d264fd061305b008a6b163afd19014985781", + "prepared_review_unit_hash": "33c7f8e105cc15d1258506d56c930c141fc262e9133a9769a83538690b402848", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 40, - "serialized_chars": 38565, + "serialized_chars": 38567, "estimated_input_tokens": 9642, "estimated_eval_tokens": 19540 }, @@ -13956,246 +13965,252 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers issues, with a recurring theme of v5 upgrade regressions and import/loading failures. Despite surface similarity, the listed soft pairs generally point to different code paths, symbols, or features and should not be deduplicated.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering multiple import failures after upgrading from 4.57.0 to 5.5.0, which best matches the cluster\u2019s dominant regression theme.", + "summary": "This set is mostly heterogeneous, with a loose theme around v5 import/loading regressions. I did not find any true duplicate soft-edge pairs; most are different symbols, model families, or unrelated bugs. The broadest representative issue is the open 5.x import-regression report.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45278 is the best umbrella issue because it broadly captures the main recurring theme in this cluster: multiple import/load breakages after upgrading to Transformers 5.5.0.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single representative of the cluster because it is the most general and most likely to subsume the other v5 import/load regression reports, even though the cluster is not truly a duplicate set.", + "best_issue_reason": "issue:45278 is the most representative and reusable issue for this cluster since it is broad, current, and adjacent to several other import-regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols (`PreTrainedModel` vs `HybridCache`) and likely different breakages." + "reason": "Both are import errors, but they are missing different symbols (`PreTrainedModel` vs `HybridCache`) and likely stem from separate export paths." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "These describe unrelated problems: unintended network requests with `local_files_only=True` vs a GLM-5 RoPE implementation issue." + "reason": "One is about `local_files_only=True` still making network requests; the other is a GLM-5 RoPE implementation discussion." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and a post-upgrade data-filtering slowdown are different failure modes and code paths." + "reason": "These are unrelated symptoms: compiled-Python-file errors versus a data-filtering slowdown after upgrade." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5/MoE loading concerns, but one is missing tensor-parallel plan metadata while the other is a `from_pretrained` regression; not the same bug." + "reason": "Same model family, but different concrete failures: missing `_tp_plan` for tensor parallelism versus a generic `from_pretrained` error." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "A loading hang in Sentence Transformers is unrelated to confusing documentation for `input_ids` and `past_key_values`." + "reason": "Loading hang for Sentence Transformers is not the same as documentation confusion about `input_ids` and `past_key_values`." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing `_tp_plan` and missing `deepstack_visual_indexes` are different model/config issues." + "reason": "Both mention Qwen3.5 MoE, but one is a tensor-parallel plan issue and the other is a missing config field being dropped." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization OOM from reserved memory is unrelated to reloading v4.57 checkpoints after a v5 upgrade." + "reason": "Int4 quantization OOM and checkpoint reload compatibility are different failures with different code paths." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "A `no_grad` decoration issue on cache update is unrelated to broad import errors after upgrade." + "reason": "One is a cache `update()` no-grad issue; the other is a broad import-regression report." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow job-status reporting and tokenizer loading regression are different subsystems and bugs." + "reason": "MLflow job status reporting and tokenizer loading regression are unrelated." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both mention loading, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility after upgrade; not the same concrete bug." + "reason": "Tokenizer loading in v5 and reloading old checkpoints are both load-related but not the same bug." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "Cache update autograd handling and a `tie_word_embeddings` warning are unrelated." + "reason": "Cache update decoration and a tie-word-embeddings warning are different behaviors." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only network leakage and FP8 MoE save_pretrained issues are different problems." + "reason": "`local_files_only` network calls and FP8 MoE save-pretrained behavior are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel integration with `model_init` is unrelated to a missing ReLU in the DSA indexer." + "reason": "Liger-kernel application in `model_init` is unrelated to a DSA indexer missing ReLU." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "The network-request bug and the unrelated placeholder issue `racoon` do not match." + "reason": "`local_files_only` API calls and the placeholder 'racoon' issue do not match." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FineGrainedFP8 accuracy and a GLM46V image processor AttributeError are different model-component bugs." + "reason": "FineGrainedFP8 accuracy and a missing image-patch helper in GLM46V are different bugs." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both are FP8/MoE related, but one is about saving pretrained weights and the other about inference support; they are not the same issue." + "reason": "Both involve FP8/MoE, but one is about saving models and the other about inference support." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow job reporting and tensor-parallel training bugs are unrelated." + "reason": "MLflow job reporting and tensor-parallel training are unrelated." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors are distinct from being unable to save Pipeline objects with `save_pretrained`." + "reason": "Compiled-file execution errors and saving Pipeline objects are different failures." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors and `PretrainedConfig` type-checking regressions are different defects." + "reason": "Compiled-file errors do not match the `PretrainedConfig` type-checking regression." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing `pipeline()` and `racoon` are not the same underlying bug." + "reason": "Docs still referencing `pipeline()` and the unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are separate model-loading problems." }, { "left": "issue:43010", "right": "issue:45656", "accept": false, - "reason": "Cache update `no_grad` behavior and double optimizer steps under deepspeed are unrelated training/runtime bugs." + "reason": "Cache update no-grad and optimizer stepping twice under deepspeed are different training-loop bugs." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading regression are different model-specific failures." + "reason": "Qwen3VL MoE loading and old-checkpoint reload compatibility are not the same concrete issue." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "An import error from `huggingface_hub` is unrelated to the broken `transformers env` command." + "reason": "Missing `is_offline_mode` import and the `transformers env` command failure are different code paths." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:33453", + "right": "issue:36296", "accept": false, - "reason": "Qwen3VL MoE loading failure and v4.57-to-v5.2/v5.3 checkpoint reload failure are separate compatibility reports." + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "A broken CLI command and `PretrainedConfig` type-checking breakage are unrelated." + "reason": "Broken `transformers env` command and `PretrainedConfig` type checking are distinct issues." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken `transformers env` output and missing `Qwen2_5_VLForConditionalGeneration` import are different issues." + "reason": "`transformers env` and missing `Qwen2_5_VLForConditionalGeneration` import are different failures." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The placeholder issue `racoon` is unrelated to the Gemma-4 audio positional encoding bug." - }, - { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "Cache update autograd behavior and Python version compatibility are not the same problem." + "reason": "The 'racoon' issue is not related to Gemma-4 audio positional encoding." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion about generation arguments is unrelated to an `ImportError` for `layer_type_validation`." + "reason": "Documentation confusion about `forward` arguments is unrelated to an import error for `layer_type_validation`." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "An import failure from `configuration_utils` and a broken CLI command are different defects." + "reason": "Different symptoms: missing module import versus the `transformers env` command being broken." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no-grad and Python-version compatibility are unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Missing `AutoImageProcessor` and missing `PreTrainedModel` are both import errors but for different exported symbols and likely different fixes." + "reason": "Both are missing imports from `transformers`, but they are different missing symbols and likely separate export regressions." }, { "left": "issue:43576", "right": "issue:44351", "accept": false, - "reason": "The `transformers env` CLI bug and the missing `HybridCache` import are unrelated." + "reason": "Broken `transformers env` output and missing `HybridCache` import are unrelated." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling and the placeholder issue `racoon` are unrelated." + "reason": "Scheduler kwargs being ignored has nothing to do with the unrelated 'racoon' issue." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Cache update no-grad semantics and generation kwargs after `sync_gpus` are distinct generation/runtime bugs." + "reason": "Tensor-parallel training and text-classification pipeline docs are different topics." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Tensor-parallel training and text-classification pipeline docs are unrelated." + "reason": "No-grad decoration for cache updates is unrelated to a generation kwargs update bug after `sync_gpus`." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Importing `AutoImageProcessor` and errors running compiled Python files are different failure modes." + "reason": "Missing `AutoImageProcessor` import and compiled-file execution errors are not the same bug." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." + "reason": "Tensor-parallel training and `reduce_labels` returning only one label are unrelated." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "A missing RMS norm epsilon in MLA q_a_layernorm and a missing ReLU in the DSA indexer are unrelated implementation bugs." + "reason": "A precision error from missing `rms_norm_eps` is unrelated to a missing ReLU in the DSA indexer." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "A specific `processor.save_pretrained(...)` file omission is not the same as the empty generic bug report." + "reason": "Missing processor save files and a generic bug report are not duplicates." } ] }, @@ -14214,10 +14229,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:31795", "issue:33453", @@ -14284,18 +14299,18 @@ "issue:43408|issue:44315", "issue:43976|issue:44393", "issue:43352|issue:44393", - "issue:44297|issue:45230", "issue:43576|issue:44908", + "issue:44297|issue:45230", "issue:44295|issue:45230", "issue:44908|issue:45071", "issue:43673|issue:44492", "issue:41669|issue:44351", "issue:41669|issue:45341", - "issue:41669|issue:44492", "issue:44393|issue:45478", + "issue:41669|issue:44492", "issue:44315|issue:44829", - "issue:44077|issue:44861", "issue:43827|issue:44908", + "issue:44077|issue:44861", "issue:31795|issue:33453", "issue:41669|issue:44908", "issue:42371|issue:44492", @@ -14303,11 +14318,11 @@ "issue:43576|issue:44273", "issue:44360|issue:45468", "issue:45230|issue:45310", - "issue:44273|issue:44908", "issue:43827|issue:44492", + "issue:44273|issue:44908", "issue:43519|issue:44485", - "issue:41669|issue:43704", "issue:43519|issue:44908", + "issue:41669|issue:43704", "issue:31795|issue:34689", "issue:31795|issue:37428", "issue:44315|issue:45092", @@ -14318,259 +14333,334 @@ "issue:43519|issue:44623", "issue:43519|issue:43704" ], - "prepared_review_unit_hash": "17c81ef194bd8f7ce9c261948ad761797a0cedf3c5fd284be42a3c6bce008c6e", + "prepared_review_unit_hash": "89244b67ec7b1cc8370e396657507fe2e9dcda471799cd3814dfe0cfe42083b0", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 48, - "serialized_chars": 41367, - "estimated_input_tokens": 10342, - "estimated_eval_tokens": 20940 + "serialized_chars": 41364, + "estimated_input_tokens": 10341, + "estimated_eval_tokens": 20938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with one weakly related import/lazy-loading area. The 44246/44273 pair is not strong enough to treat as a duplicate from the packet alone, so I would not merge it confidently. No PRs are present.", - "confidence": 0.67, - "canonical_issue_reason": "issue:44273 is the best available issue anchor only because it is the newer open report in the closest-looking import/lazy-loading area, but the packet does not show that it clearly subsumes 44246.", + "summary": "This cluster is mostly a loose grab bag of Transformers issues: a few import/lazy-loading/v5 loading regressions, several unrelated model-specific bugs, and some docs/tests noise. None of the soft-edge pairs look like true duplicates or the same fix.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44273 is the broadest umbrella issue in the import/lazy-loading subset and is the closest thing to a representative user-facing problem here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44273 is the best overall issue candidate for the cluster because it is open and closest in topic to the only near-related report, but the evidence remains limited to title-level similarity.", + "best_issue_reason": "issue:44273 is the most general, cluster-shaped issue; the rest are narrower regressions or unrelated bugs, so it is the best representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both are import-adjacent, but sys.modules access is a different concrete problem than lazy loading / import slowness." + "reason": "Lazy loading failure vs unsafe sys.modules access; different code paths and symptoms." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "TensorFlow backend initialization is a different subsystem and failure mode from lazy loading/import behavior." + "reason": "Lazy loading bug vs undefined TF backend from optional deps; unrelated." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Same model family, but the symptoms differ: 2D bbox hallucination/error versus an infinite loop on a specific image." + "reason": "Different Qwen3-VL failures: 2D box output error vs image-specific infinite loop." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both involve v5 breakage, but the command regression and checkpoint reload incompatibility are not the same bug." + "reason": "v5 env command breakage vs checkpoint reload incompatibility; not the same bug." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Shared Qwen3.5/MoE context is too broad; tensor-parallel plan missing is a distinct issue from the v5/model-loading report." + "reason": "Different Qwen3 model bugs: Qwen3-VL-Moe from_pretrained vs tensor-parallel plan missing." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL output issues and PretrainedConfig type checking are unrelated code paths." + "reason": "Model output bug vs PretrainedConfig type-checking regression; unrelated." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance and chunked-prefill cache handling are different concrete problems." + "reason": "Import-time slowdown from import * vs missing GenerationMixin cache in chunked prefill." }, { "left": "issue:44373", "right": "issue:44961", "accept": false, - "reason": "A docstring typo and an unrelated placeholder issue are not duplicates." + "reason": "Wrong docstring vs unrelated placeholder issue; no shared bug." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern v5 loading regressions, but one is generic checkpoint reload and the other is a specific remote-code/meta-init incompatibility." + "reason": "Both version-related, but one is checkpoint reload after upgrade and the other is remote-code/meta-init incompatibility." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are unrelated." + "reason": "AutoProcessor kwargs passthrough vs inverse_sqrt scheduler kwargs; different APIs." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." + "reason": "Test seeding flakiness vs scheduler kwargs bug; unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "The packet only supports rough topical similarity: one report is about import-time slowdown, the other about lazy-loading failure, so they are not clearly the same concrete bug." + "reason": "Both about import/lazy-loading, but one is slow import and the other is broken lazy loading." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "A sam3 model-type warning and a Liger Kernel/model_init issue are different problems." + "reason": "sam3 model-type mismatch vs Liger Kernel not applied with model_init; unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL bounding-box behavior are unrelated." + "reason": "Python version incompatibility vs Qwen3-VL bounding-box bug; unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support and Qwen3-VL bbox output are different failure modes." + "reason": "Flash Attention 2 support error vs Qwen3-VL output bug; different models and failures." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:43576", + "right": "issue:44908", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." + "reason": "env command breakage vs scheduler kwargs handling; unrelated." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "The env command regression and scheduler parameter bug do not share the same root cause." + "reason": "Tokenizer save_pretrained mismatch vs generic bug report; no evidence of same issue." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access and a generic bug report are not duplicates." + "reason": "position_ids buffer error vs generic bug report; unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression; different code paths." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing during chunked_prefill and a typo in cache strategies are not the same concrete bug." + "reason": "Chunked prefill cache regression vs typo in cache strategies; unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup and HybridCache import failure are distinct import-related issues, not the same bug." + "reason": "Import * slowdown vs HybridCache import failure; same broad area, different concrete bug." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance work and a testing_utils bug are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:44492", - "accept": false, - "reason": "Import-star performance and cache-strategy typo are not the same issue." + "reason": "Import-performance issue vs a testing_utils bug; unrelated." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3.5 MoE/VL bug reports with different symptoms and code paths." + "reason": "Qwen3-VL bounding-box bug vs Qwen3.5 Moe from_pretrained error; different models." }, { - "left": "issue:44315", - "right": "issue:45092", + "left": "issue:41669", + "right": "issue:44492", "accept": false, - "reason": "Both touch model initialization, but the underlying incompatibilities are different." + "reason": "Import-time slowdown vs cache-strategy typo; unrelated." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "patchtsmixer post_init validation and tied-weight key handling are unrelated." + "reason": "Liger Kernel/model_init issue vs flash_attention_3 degenerate training; distinct failures." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still mentioning pipeline() and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Docs still mentioning pipeline() vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init validation vs tied-weight-key AttributeError; unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Docstring confusion and tokenizer loading regression are different issues." + "reason": "Forward-doc confusion vs tokenizer loading regression; different layers and bugs." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-performance cleanup and scheduler kwargs handling are unrelated." + "reason": "Import slowdown vs scheduler kwargs bug; unrelated." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and cache strategy typo are unrelated." + "reason": "TF32 API guidance issue vs cache-strategy typo; unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained behavior and tied-weight key crashes are different problems." + "reason": "Pipeline save_pretrained failure vs tied-weight-keys crash; different subsystems." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "The env command regression and lazy-loading/import regression are too broad to treat as the same bug." + "reason": "Both touch v5/loading UX, but env command breakage and lazy loading are different bugs." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer/ReLU discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "Completely unrelated model/discussion topics." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A placeholder bug report is not a duplicate of a specific Qwen3.5 MoE from_pretrained error." + "reason": "Generic bug report provides no concrete overlap with the Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs referencing pipeline() vs cache-strategy typo; unrelated." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading/import regression and scheduler kwargs handling are unrelated." + "reason": "Lazy loading failure vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3-VL timestamp calculation vs GLM-5 RoPE implementation; unrelated model bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp bug vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import slowdown vs VRAM leak in multithreaded dataloaders; different problem." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docstring confusion vs Llama 3.2 vision loading regression; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docstring confusion vs missing flash_attention utility import; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel/model_init bug vs InternVL2 meta-init incompatibility; same general theme, different bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model-specific issues: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance vs VRAM leak; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage vs Qwen3VL timestamp miscalculation; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug vs processor save_pretrained missing files; different APIs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp bug vs multithreaded VRAM leak; unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in Qwen3VL Processor and GLM-5 RoPE implementation are different model bugs." + "reason": "Repeated pair: timestamp bug vs GLM-5 RoPE implementation; unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too strong for the evidence. In particular, the accepted soft edge between issue:44246 and issue:44273 is not well-grounded from the packet alone: one is an import-time slowdown report and the other is a lazy-loading failure, so calling them the same regression overstates the evidence. The canonical/best-issue language also goes beyond what is explicitly supported; the packet only shows title-level similarity, not that 44273 clearly subsumes 44246. The rest of the pairwise rejections look conservative, but this accepted duplicate needs to be downgraded or left uncertain." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -14583,10 +14673,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", + "cluster_id": "cluster-15354-390", "nodes": [ "issue:30333", "issue:31515", @@ -14623,8 +14713,8 @@ "issue:42913|issue:43066", "issue:44908|issue:44998", "issue:44861|issue:45290", - "issue:43525|issue:44861", "issue:43704|issue:44998", + "issue:43525|issue:44861", "issue:41669|issue:44998", "issue:43572|issue:44861", "issue:43066|issue:44998", @@ -14638,160 +14728,160 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "310d3c4ca47b4f0d33a9e48aeb466eacbd3dadcf9932ead815f8b0cbeab6b26a", + "prepared_review_unit_hash": "b55dbd18922d0ca7d673764fcb9fd818360d51a07c6b24ebf318fbb0d117461a", "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755068, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 }, "budget": { "node_count": 26, "item_count": 26, "soft_pair_count": 21, - "serialized_chars": 20884, - "estimated_input_tokens": 5221, - "estimated_eval_tokens": 10698 + "serialized_chars": 20886, + "estimated_input_tokens": 5222, + "estimated_eval_tokens": 10700 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not look like a real duplicate set. The soft links are mostly false positives across unrelated topics (tokenizer loading, config/import errors, training/runtime bugs, model-specific regressions). If an anchor is required, issue 31515 is the densest node by soft similarity, but it is not a good true canonical representative.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 31515 has the most soft connections, so it is the weakest cluster anchor if one must be chosen. However, the linked issues are semantically unrelated, so there is no strong canonical duplicate candidate.", + "summary": "This cluster is mostly noisy: the soft-similarity links span unrelated topics (model config bugs, tokenizer regressions, training/runtime issues, and generic docs/tooling). None of the suggested soft pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue fits the whole set; the items are too heterogeneous to represent one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 31515 is the best available issue anchor only by graph density, not by topic match. The cluster is too heterogeneous to treat any issue as a genuine representative duplicate.", + "best_issue_reason": "issue:31515 is the broadest and most connected report in the set, so it is the closest thing to a cluster anchor, but it still only matches a small loading/checkpoint subset.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "Different bugs: torch.split/indexing behavior versus Gemma-4 audio positional encoding." + "reason": "Different model-specific bugs in unrelated code paths: DSA indexing vs Gemma4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch in CI is unrelated to Gemma-4 audio positional encoding." + "reason": "CPU offload device-mismatch CI bug is unrelated to Gemma4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Different model families and failure modes: MLA layernorm precision config versus Gemma-4 audio encoding." + "reason": "MLA q_a_layernorm epsilon handling and Gemma4AudioRelPositionalEncoding are separate model issues." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak in Qwen3 multi-threaded use is unrelated to a testing_utils bug." + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading is unrelated to a testing_utils bug." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer-related, but one is a version-difference behavior change and the other is a wrong decoder type in v5; not the same concrete bug." + "reason": "Both involve tokenizers/v5, but one is a general behavior regression and the other is a specific decoder-type mismatch; not clearly the same bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs propagation bug is unrelated to the unrelated 'Unemployment' issue." + "reason": "Scheduler kwarg handling is unrelated to the irrelevant 'Unemployment' issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights AttributeError and chat template tool-call crash affect different code paths." + "reason": "Tied-weight key extraction crash is unrelated to apply_chat_template tool-call handling." }, { - "left": "issue:43525", - "right": "issue:44861", + "left": "issue:43704", + "right": "issue:44998", "accept": false, - "reason": "Llama4Config missing pad_token_id and tied-weights key handling are separate config/path bugs." + "reason": "Qwen3 VRAM leak and the unrelated 'Unemployment' issue do not match." }, { - "left": "issue:43704", - "right": "issue:44998", + "left": "issue:43525", + "right": "issue:44861", "accept": false, - "reason": "VRAM leak in dataloader threads does not match the unrelated 'Unemployment' issue." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key extraction." }, { "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Import-star model load performance issue is unrelated to the unrelated 'Unemployment' issue." + "reason": "Import-* performance cleanup is unrelated to the irrelevant 'Unemployment' issue." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to _get_tied_weight_keys crashing." + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key extraction." }, { "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "Tokenizer decoder type regression is unrelated to the unrelated 'Unemployment' issue." + "reason": "Tokenizer decoder-type regression is unrelated to the irrelevant 'Unemployment' issue." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and missing layer_type_validation import are different failures." + "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are different failures." }, { "left": "issue:44360", "right": "issue:44998", "accept": false, - "reason": "DSA indexer ReLU omission is unrelated to the unrelated 'Unemployment' issue." + "reason": "DSA indexer ReLU omission is unrelated to the irrelevant 'Unemployment' issue." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "fp8 model support and processor.save_pretrained missing files are different feature/bug areas." + "reason": "FP8 Qwen3/VL inference support and missing processor.save_pretrained files are different problems." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job status reporting and slow from_pretrained checkpoint loading are unrelated." + "reason": "MLFlow reporting on failed training jobs is unrelated to slow from_pretrained checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness and tensor parallel training bug are different code paths." + "reason": "Checkpoint loading slowdown is unrelated to tensor parallel training bugs." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading performance and documentation confusion for input_ids/past_key_values are not the same issue." + "reason": "A load-speed issue and documentation confusion about inputs/past_key_values are not the same bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "fp8 support request and Qwen3.5 MoE from_pretrained error are distinct model/version problems." + "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained error are different code-path failures." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Both mention loading, but tokenizer loading regression and slow checkpoint loading are different bugs." + "reason": "Slow checkpoint loading is not the same as a tokenizer loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and fp8 inference support are separate feature requests/bugs." + "reason": "Continuous batching missing audio-model support is unrelated to Qwen3/VL FP8 inference support." } ] }, @@ -14810,8 +14900,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -14821,7 +14911,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "3eb6e65573ed8abf1d726015d9b5a59b8b65c2e1df9862a9c39d4fc06f59f595", + "prepared_review_unit_hash": "de1ad279c01f4aead7efa6716b4b57fb4355759620fd8501afe4e8ccb61b484d", "component_budget": { "node_count": 2, "item_count": 2, @@ -14843,18 +14933,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature requests that only share the \"Community contribution\" framing and broad architecture-support theme; one is for Flash Attention 2 support and the other is for GGUF support. They are not the same underlying issue.", + "summary": "These are two different community support requests in the same broad theme, but they target separate features and code paths: Flash Attention 2 support vs GGUF support.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "Not a duplicate cluster: the issues request different architecture-support features and do not appear to be the same underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue: the items request different capabilities for different code paths and should remain separate.", + "best_issue_reason": "Neither issue is a better duplicate representative; they are separate feature requests rather than one shared problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested features and code paths: Flash Attention 2 architecture support vs GGUF architecture support. The similarity is only superficial." + "reason": "Flash Attention 2 support and GGUF support are distinct features with different implementation paths, so they should not be merged as duplicates." } ] }, @@ -14873,8 +14963,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-4", "nodes": [ @@ -14891,7 +14981,7 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "d6a19dbf927be540c9bb2137ab945f5220388a3f949af88b0b6ce629cab0ee70", + "prepared_review_unit_hash": "2bf1ca977a1ceffa3ca94c29db0f4675d57a099e69b04f64dffc802b877ce30d", "component_budget": { "node_count": 4, "item_count": 4, @@ -14913,48 +15003,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are i18n translation request issues, but the apparent similarity is mostly from a shared template. The Turkish request is concrete and distinct; the placeholder-language issues could easily be separate translation requests for different languages, so they should not be merged as duplicates without a shared target language or explicit linkage.", - "confidence": 0.94, - "canonical_issue_reason": "issue:27088 is the most specific and concrete item (Turkish translation request). The other issues are generic template-style placeholders and do not clearly point to the same underlying request.", + "summary": "These are all highly similar docs-translation issues, but only #27088 is concrete (Turkish). The other three are generic template-style placeholders, so I would not collapse them as the same underlying issue based on the available evidence.", + "confidence": 0.83, + "canonical_issue_reason": "#27088 is the only specific, language-filled report ('Translating docs to Turkish'); the others are placeholder/template variants without enough concrete detail to prove they are the same request.", "canonical_pr_reason": null, - "best_issue_reason": "issue:27088 is the best representative because it names an actual language and avoids collapsing potentially distinct localization requests into one bucket.", + "best_issue_reason": "#27088 is the best representative issue because it is specific, actionable, and not just a template placeholder.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish-specific request vs generic language-placeholder request; same template, but not the same underlying localization task." + "reason": "Titles are similar, but one is specific Turkish and the other is a generic placeholder; not enough evidence they are the same translation request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "The only clear signal is the shared i18n template. No evidence they target the same language or same change." + "reason": "Same broad docs-translation theme, but the placeholder title does not establish the same underlying language or request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Specific Turkish translation request does not match the generic placeholder issue; likely separate language requests." + "reason": "The generic template title could refer to any language, so it should not be merged with the specific Turkish issue without clearer matching details." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both look like template-generated translation requests, but there is no concrete shared language target or explicit duplication evidence." + "reason": "Both are template-style translation issues, but the available evidence does not prove they target the same language or exact request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "High textual similarity comes from the issue template alone; that is not enough to conclude they are the same request." + "reason": "Near-identical templates are not enough to treat them as the same issue; the concrete translation target is missing." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Same generic template, but no indication they refer to the same language or the same underlying issue." + "reason": "These look like repeated template instances, but there is no concrete evidence they refer to the same underlying translation task." } ] }, @@ -14973,8 +15063,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-15", "nodes": [ @@ -15031,244 +15121,238 @@ "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "c56eadc821564948d199992fdaf364f1d2cfbf4e3e27af60e276aab5bed73e94", + "prepared_review_unit_hash": "1c93c6037b731821f6ac2f23739edf57c5bc676331b321b8ca222476bd0aad3c", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20705, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "serialized_chars": 20704, + "estimated_input_tokens": 5176, + "estimated_eval_tokens": 10608 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20705, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "serialized_chars": 20704, + "estimated_input_tokens": 5176, + "estimated_eval_tokens": 10608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate model-request issues across different architectures and modalities; the similarities are mostly generic \"add model\" phrasing, not duplicate underlying changes.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue here: the items request different models/features, so there is no single same-underlying bug or change to deduplicate.", + "summary": "This cluster is not a duplicate set; it\u2019s a loose family of distinct model-addition requests. The strongest near-neighbors are the Qwen3 audio support issues, but most other items are clearly different models/modalities (vision, OCR, detectors, BERT-like text models, etc.). Similarity appears driven mainly by a shared request template.", + "confidence": 0.96, + "canonical_issue_reason": "If one issue must represent the cluster, issue #43837 is the most central/connected request and is phrased as a broad support proposal. It still isn\u2019t a true umbrella for the rest, but it is the best cluster representative.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative must be chosen, issue 42738 is the broadest umbrella-style request, but it still does not actually subsume the other model-specific issues.", + "best_issue_reason": "Issue #43837 has the highest apparent soft-similarity centrality and sits closest to the only genuinely related subcluster (audio support requests).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert vs DEIMv2 are unrelated model requests; only the add-model wording overlaps." + "reason": "Different model families: EuroBert vs DEIMv2. Same request pattern, not the same bug/change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "BERT config request vs Qwen3-TTS support are different model families and modalities." + "reason": "BERT config addition vs Qwen3-TTS audio support; different modality and code path." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are distinct architectures; not the same change." + "reason": "EuroBert config vs RF-DETR model; unrelated models despite similar wording." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different models with different implementation paths." + "reason": "RF-DETR and DEIMv2 are different architectures and would require different implementations." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is vision detection; LFM2.5 Audio is an audio model request." + "reason": "Object detection model vs audio model; not the same underlying change." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and weight-sparse transformer are unrelated model additions." + "reason": "Detector addition vs weight-sparse transformer architecture request; distinct code paths." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR share no concrete code path or model change." + "reason": "RF-DETR and Qwen3-ASR are different model targets and modalities." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated; generic request similarity only." + "reason": "RF-DETR vision model vs Qwen3-TTS audio support; clearly separate requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model families and feature areas." + "reason": "NeoBERT text model request vs Qwen3-ASR audio support; not a duplicate." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs weight-sparse transformer are separate model requests, not duplicates." + "reason": "NeoBERT and a sparse transformer request are different model additions, not one code-path fix." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is a BERT-style text model; LFM2.5 Audio is an audio model request." + "reason": "NeoBERT text model vs LFM2.5 Audio model; different domains." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model additions, not one issue." + "reason": "NeoBERT and ModernVBERT are different model families; same pattern only." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT target different model families and code paths." + "reason": "RF-DETR and NeoBERT are unrelated model requests with different implementation surfaces." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture request and Qwen3-ASR support are unrelated." + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; distinct underlying changes." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer are different model changes." + "reason": "MiniCPM3 architecture vs OpenAI weight-sparse transformer; different model implementations." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model requests." + "reason": "MiniCPM3 architecture vs ModernVBERT models; different families, not duplicates." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 is not the same change as Voxtral TTS support." + "reason": "MiniCPM3 and Voxtral TTS support are different models and modalities." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated requests; no shared concrete bug/change." + "reason": "DEIMv2 vs Qwen3-TTS; one is a detector-style model request, the other audio TTS support." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different models and implementation targets." + "reason": "ModernVBERT models and Qwen3-ASR support are unrelated beyond the general request template." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are distinct model additions." + "reason": "ModernVBERT text/vision model request vs Qwen3-TTS audio support; different code changes." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is specific; \"BERT-like models with RoPE\" is a broad class request, not the same issue." + "reason": "ModernVBERT models vs generic BERT-like RoPE support; related theme but not the same concrete issue." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "Broad BERT/RoPE request vs Voxtral TTS support; different model families and modalities." + "reason": "BERT-like RoPE support and Voxtral TTS support are different model families and changes." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related in vendor name but are different concrete support requests." + "reason": "Qwen3-TTS and Qwen3-ASR are the closest pair, but they are still distinct speech models with different support paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models; not mergeable as one PR-style change." + "reason": "Qwen3-TTS vs Voxtral TTS: same modality, but different models and no evidence of one shared fix." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "TTS support request vs DeepSeek-OCR2 model add; different modality and implementation." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "TTS support and weight-sparse transformer are not the same underlying change." + "reason": "Audio TTS support vs sparse transformer architecture request; unrelated change." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and EUPE are unrelated model requests." + "reason": "Qwen3-ASR audio support vs EUPE perception encoder request; different model and task." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-adjacent but still different model integrations." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio models; not a single duplicate issue." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio is an audio model; SAM3-LiteText is a vision/text model request." - }, - { - "left": "issue:43671", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model integrations." + "reason": "LFM2.5 Audio 1.5B vs SAM3-LiteText are different model families and tasks." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + "reason": "Weight-sparse transformer proposal vs EUPE encoder request; separate architecture changes." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and weight-sparse transformer are not the same code-path problem." + "reason": "Qwen3-ASR support vs sparse transformer proposal; different model targets and code paths." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are distinct speech-model support requests." + "reason": "Qwen3-ASR and Voxtral TTS are distinct speech models; not mergeable as one PR/issue." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + "reason": "NeoBERT text model request vs Voxtral TTS support; unrelated." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and implementations." + "reason": "Qwen3-ASR audio support vs DeepSeek-OCR2 model addition; different modality and implementation." } ] }, @@ -15287,8 +15371,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-6", "nodes": [ @@ -15309,12 +15393,12 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "fc9fc519a24d67dd09d0bbe99d1a74d8d6121a577417a7a47f7bf63739223af2", + "prepared_review_unit_hash": "7bce94b722d7d8a4d9c0f0789756aac88904616b2638d8f777db3b6e19533900", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6290, + "serialized_chars": 6291, "estimated_input_tokens": 1573, "estimated_eval_tokens": 3402 }, @@ -15322,7 +15406,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6290, + "serialized_chars": 6291, "estimated_input_tokens": 1573, "estimated_eval_tokens": 3402 }, @@ -15331,60 +15415,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not true duplicates; they span unrelated models, configs, tokenizers, and a typo report. The soft similarities are only lexical and do not indicate the same underlying bug.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the cluster is spurious, with each issue describing a different component and fix.", + "summary": "These issues are only loosely similar by wording; they describe distinct bugs across different models/components, so I would not merge any of the soft pairs as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "43668 is the most self-contained, narrowly scoped issue here, but it is not actually a duplicate of the others; it is just the clearest representative of the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43668 is the closest to a generic correctness/metadata bug, but it still does not represent the rest of the set because the cluster is not a real duplicate group.", + "best_issue_reason": "43668 has the cleanest single-action fix framing (a config type-hint mistake) and is the most concrete issue in the group, making it the best representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different model/component and different problem: Llama4TextL2Norm normalization behavior vs ModernBERTConfig type hint." + "reason": "Different problems: Llama4 norm semantics vs a ModernBERT config type annotation." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value usage and loss kwargs passthrough are unrelated bugs in different code paths." + "reason": "Both touch loss-related code, but one is about an unused ignore_value and the other about kwargs not being forwarded; not the same bug." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value bug and tokenizer regex warning are unrelated subsystems and symptoms." + "reason": "Mask2Former loss handling and tokenizer regex warnings are unrelated code paths." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to a typo in quantization_operation." + "reason": "Different components and fixes: model loss behavior vs a quantization-string typo." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different models and different defect types: segmentation loss handling vs config type annotation." + "reason": "No concrete overlap beyond being model issues; one is a loss-parameter bug, the other a config type hint issue." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss calculation is unrelated to ModernBERTConfig norm_eps typing." + "reason": "Forwarding kwargs to a loss function is unrelated to correcting a config field's type hint." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Config type hint issue and tokenizer regex warning are different concerns with no shared code path." + "reason": "A config typing error is not the same as a tokenizer regex warning regression." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type hint bug in ModernBERTConfig is unrelated to a typo in a quantization attribute name." + "reason": "These are different typo-type issues in different areas, with no shared underlying fix." } ] }, @@ -15403,8 +15487,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -15414,7 +15498,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "3dfe77f47d44e250c20e3939a01fb949fee337615a89845c4bf628741922bc76", + "prepared_review_unit_hash": "c9e9479a23ca8a55240bfc63820206636873fb055beabaa0ecfeb018763b1ee0", "component_budget": { "node_count": 2, "item_count": 2, @@ -15436,18 +15520,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one asks for a block decoding setting, while the other requests DeepSeek v3.2 support. They describe different product areas and different underlying changes.", + "summary": "These two issues do not appear to describe the same underlying bug or change: one asks for block decoding, the other for DeepSeek v3.2 model support.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue #43037 is the more concrete feature request, but it is not a duplicate of #41084.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43037 is the more specific and actionable request; it names a concrete model/version support target rather than a vague configuration feature.", + "best_issue_reason": "#43037 is the better representative issue because it states a specific external model-support request, while #41084 is a separate decoding-related ask.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: block decoding configuration vs adding DeepSeek v3.2 support. They do not appear to be the same bug or change." + "reason": "Different scopes and code paths: block decoding vs DeepSeek v3.2 support. They do not look like the same bug/change." } ] }, @@ -15466,8 +15550,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -15477,12 +15561,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "35149c218264b1d93d44ec458bfa95ac05559f03f6b8e119bfc858e120b0a95c", + "prepared_review_unit_hash": "e167fde6d97bb04f11d217fc2b1e17fa3479b4786ccf1227aff4293e24988313", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15490,7 +15574,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15499,18 +15583,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related to custom trainers in Trainer, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They should not be merged as duplicates.", + "summary": "These two issues are both about custom trainers in Trainer, but they describe different problems: one is about `remove_unused_column` and configurability, the other about FLOPS estimation for custom trainers. I do not consider them duplicates.", "confidence": 0.96, - "canonical_issue_reason": "Issue #43598 is the more concrete and actionable report, centered on a specific Trainer behavior (`remove_unused_column`) and its customizability.", + "canonical_issue_reason": "Issue 43598 is the cleaner representative because it states a specific Trainer behavior (`remove_unused_column`) and a concrete customizability concern.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the best representative of the cluster because it describes a clear, isolated code-path concern rather than a broader metric-estimation question.", + "best_issue_reason": "Issue 43598 is the more focused issue to keep as the representative Trainer customizability report; 43600 is a separate FLOPS-estimation problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying bugs: one concerns unused-column removal in Trainer, the other concerns FLOPS estimation for custom trainers. Similar theme, but not the same fix or code path." + "reason": "They share the broad theme of custom trainers, but the underlying bugs are different: one concerns column removal/customizability in Trainer, the other concerns estimating FLOPS. No shared code-path problem is evident." } ] }, @@ -15529,8 +15613,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -15540,7 +15624,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "b06ee7efff7c346120fd1b10de1ef7f183e637b3a6b81a1a32a98fb6d2f23380", + "prepared_review_unit_hash": "d89213433c427d935aadb6c88da895cebb3d92dc8fdd7f16a880c32bc86290eb", "component_budget": { "node_count": 2, "item_count": 2, @@ -15562,18 +15646,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related to Qwen model support, but they request different API coverage: one is broad registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, the other is specific AutoModelForSequenceClassification support for Qwen3.5. They do not look like the same underlying bug/change.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43684 is the broader model-registration request and is the better representative issue if one must be chosen.", + "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They involve different model families and different auto-class APIs.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the broader and more central API-registration request, so it is the better canonical issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "43684 is the most central and general request in the cluster; 44405 is a narrower, separate capability request.", + "best_issue_reason": "#43684 best represents the broader model registration gap; #44405 is a separate, narrower model-class support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different target classes and different model/config families. This is not the same underlying fix; one asks for AutoModel/AutoModelForConditionalGeneration registration, the other for sequence-classification support." + "reason": "Different model families (Qwen3-Omni vs Qwen3.5) and different target APIs (AutoModel/AutoModelForConditionalGeneration vs AutoModelForSequenceClassification); not the same underlying bug." } ] }, @@ -15592,8 +15676,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -15610,12 +15694,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "0df0540002f721b6a6f57f03517cdb6e5014b8a251d2b09cfc977345f54508b2", + "prepared_review_unit_hash": "00231f0d479a8781a620b3577ee282a5250009c70c58a8e19246a5870f8106ee", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4261, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -15623,7 +15707,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4261, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -15632,58 +15716,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three \"huggingface \" issues (43845, 43846, 43859) share the same title and soft-similarity signals, so 43845 is the best representative of that likely duplicate cluster. Issue 43835 has a different title and looks unrelated.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43845 is the earliest of the identical-title \"huggingface \" reports and is the cleanest representative of the likely duplicate set.", + "summary": "This cluster looks like low-signal issue noise: three near-identical closed issues titled \"huggingface \" and one unrelated closed issue titled \"Fett\". The repeated \"huggingface\" issues are the closest match, but there is not enough actual problem description to confidently treat them as the same underlying bug report; the \"Fett\" issue appears separate.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43845 is the best issue representative because it is the earliest of the three identical \"huggingface \" reports and can stand in for that mini-cluster if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "43845 best captures the repeated \"huggingface \" reports because it is the earliest identical-title issue and sits in the densest similarity cluster.", + "best_issue_reason": "issue:43845 is the best overall issue candidate: it is one of the repeated identical titles and is earliest, while issue:43835 does not fit the same apparent topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title and no concrete overlap beyond generic soft similarity; not enough to treat as the same issue." + "reason": "Different titles and no shared content beyond weak similarity; no evidence they describe the same bug or change." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no shared details in the packet indicating the same underlying bug." + "reason": "\"Fett\" is unrelated to the repeated \"huggingface\" reports; insufficient evidence of a shared underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and no evidence they describe the same problem." + "reason": "No meaningful overlap besides generic soft similarity; appears to be a different issue." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title with strong soft-similarity signal; likely duplicate reports of the same issue." + "accept": false, + "reason": "Titles are identical, but there is no body detail or target evidence to confirm the same underlying bug report, so do not merge." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same title with matching soft-similarity signal; likely the same underlying report." + "accept": false, + "reason": "Very similar placeholder titles, but no substantive description or explicit linkage showing the same issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same title and substantial soft similarity; likely duplicate reports of the same issue." + "accept": false, + "reason": "Same generic title pattern, but not enough concrete evidence to conclude they are duplicates of the same report." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The conclusion is somewhat grounded by the identical titles and the similarity signal, but several verdicts overstate the evidence. In particular, the packet does not expose report text, so claims like \"near-identical report text\" are unsupported, and 43845 vs 43859 are not closely timed (they are over 12 hours apart), so that rationale is too strong. The summary should stay more conservative: same title and soft similarity suggest possible duplicates, but not near-identical reports." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15695,8 +15776,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -15717,88 +15798,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "927811ed024c9470d04294a1f416603cef1eaed586e894b6d17f47195376b475", + "prepared_review_unit_hash": "e7bbcd8b951d2ca0d8ad3044817f16d05da184122403928beede05b8329ab211", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items look like unrelated low-signal spam/generic posts rather than duplicate reports of the same bug or change. No soft pair has enough evidence to merge.", - "confidence": 0.96, + "summary": "This cluster contains only spammy or generic placeholder issues with no real bug/change details. There is not enough substantive evidence to treat any pair as the same underlying issue.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the least spam-like and most descriptive title, but it still does not provide a concrete problem statement or a credible duplicate target.", + "best_issue_reason": "Issue 44418 is the only non-placeholder title, but it is still too vague to act as a canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are titled \"\", but there is no substantive description or shared bug/change evidence to show the same underlying issue." + "reason": "Both are just \"\" placeholders; no concrete bug or change is described." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical placeholder titles alone are not enough; these look like separate spam submissions, not a duplicate bug report." + "reason": "Both are just \"\" placeholders; no concrete bug or change is described." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a vague documentation suggestion; no shared concrete problem or target." + "reason": "One item is spam and the other is a generic documentation suggestion; no clear shared underlying problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated and generic; no evidence they describe the same underlying issue." + "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" are unrelated low-signal posts, not the same issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A vague documentation suggestion and a spam placeholder do not indicate the same report." + "reason": "A vague documentation suggestion is not the same underlying item as a spam placeholder." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No overlap beyond both being low-quality submissions; no concrete duplicate signal." + "reason": "A vague documentation suggestion is not the same underlying item as a spam placeholder." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Although both are titled \"\", there is no issue content showing a shared bug or change to deduplicate." + "reason": "They share the placeholder title \"\", but there is no evidence of a real common bug/change to dedupe." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Titles are unrelated; nothing indicates the same underlying problem." + "reason": "Spam placeholder versus unrelated promotional-looking title; no common issue is evident." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "The posts do not share a concrete technical subject or fix target, so they should not be merged." + "reason": "Spam placeholder versus unrelated promotional-looking title; no common issue is evident." } ] }, @@ -15817,8 +15898,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -15828,7 +15909,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "fc9f7d5d850ebecd55a19c6b5b61423152ea6851bb26b0e887088b2f7103db01", + "prepared_review_unit_hash": "9ddbcf0b465ec598fb5e394d43695536f3fb1dcfd2cc2aca2da2694a6c50be9a", "component_budget": { "node_count": 2, "item_count": 2, @@ -15850,27 +15931,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues appear to be near-identical duplicates: same title, nearly identical body size, and high text similarity with no distinguishing targets or filenames. Issue #45145 is the better canonical/best representative because it was created first and already has an inbound reference.", - "confidence": 0.98, - "canonical_issue_reason": "#45145 is the earliest of the two and has an inbound reference, so it is the best canonical issue to keep.", + "summary": "These closed issues are highly similar and likely refer to the same proposal, but the packet only exposes title-level similarity plus a soft-similarity signal, not the full bodies. #45145 is the better canonical issue because it was created earlier and already has one inbound reference.", + "confidence": 0.9, + "canonical_issue_reason": "#45145 is the earlier of the two and has an inbound reference, so it is the best representative among these highly similar issues.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest overall issue representative due to being first and having slightly more linkage/activity.", + "best_issue_reason": "#45145 is the strongest issue to keep as the representative item because it predates #45151 and already has some linkage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and effectively the same issue report; no evidence of distinct scope or implementation." + "reason": "The issues have identical titles and a soft-similarity signal, so they likely describe the same underlying proposal. However, the evidence is limited to metadata/title similarity, so this should be treated conservatively as a likely duplicate rather than a proven one." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is grounded in the packet: both issues have the same title, very similar body sizes, no filenames or explicit targets, and only soft similarity evidence. Choosing #45145 as canonical because it is earlier and has an inbound reference is reasonable and conservative." + "accept": false, + "feedback": "The canonical-issue choice is grounded (#45145 is earlier and has one inbound reference), but the duplicate summary overstates the evidence. The packet only shows identical titles and a soft_similarity signal; it does not provide body text, and there is at least one metadata difference (inbound references, discussion activity). Please phrase the relationship more conservatively rather than as a definite duplicate with no differentiating metadata." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15937,8 +16018,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -15948,7 +16029,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "1f231709a686ac24dac3823e9998e045048a1bfe5e43b23991a5d1d928c406e4", + "prepared_review_unit_hash": "890dbd0fdb68e3b06e9497e839d856c363107b8050d9b81c43fe936741da6cad", "component_budget": { "node_count": 2, "item_count": 2, @@ -15970,18 +16051,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues both involve 4-bit inference, but they describe different failure modes: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. They should not be deduplicated.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Both issues concern 4-bit inference with bitsandbytes, but they describe different failures: one is a Gemma4 audio-module dtype/finfo TypeError, the other is a BitsAndBytesConfig skip-modules regression that removes the default lm_head exclusion and triggers an AssertionError. They are related by area, not the same bug.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45674 is the better representative because it states a clearer, more general configuration regression in 4-bit inference with an explicit causal mechanism and likely broader impact.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits; these are separate bugs affecting different code paths and should remain distinct.", + "best_issue_reason": "Issue 45674 is the strongest standalone report here: it names the concrete failing behavior, the triggering config field, and the affected inference mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Shared 4-bit inference context is too broad; the reported errors, triggers, and affected paths are different, so they are not the same underlying bug." + "reason": "Same broad 4-bit/bitsandbytes area, but different root causes and symptoms: Gemma4 audio-module torch.finfo on uint8 weights vs. llm_int8_skip_modules clearing the default lm_head exclusion. Not the same underlying bug." } ] }, @@ -16000,8 +16081,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -16011,7 +16092,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "159d34b78be04b867c4aa4f5cbfbfe57aae489b5bed6df99b229c7fd4fd194f4", + "prepared_review_unit_hash": "8c64f10158c95dc58d66f1158d5427c3f5d4605f42fe2a3338b96d58c47cecbb", "component_budget": { "node_count": 2, "item_count": 2, @@ -16033,18 +16114,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are unrelated single-line entries with different personal names/dates and no shared technical content, so they should not be deduplicated.", + "summary": "The two issues appear unrelated: both are closed, empty-body issues that look like personal-name/date entries rather than the same bug report. I would not cluster them as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a clear canonical representative; both look like unrelated spam/personal-name posts rather than duplicate bug reports.", + "best_issue_reason": "Neither issue is a strong canonical representative; both are essentially standalone spam/placeholder entries with no technical content to anchor a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and dates, no shared description, targets, or technical context; they do not appear to describe the same underlying issue." + "reason": "The titles contain different personal names and different dates, with no shared bug description, code area, or issue target; they do not appear to describe the same underlying problem." } ] }, @@ -16063,8 +16144,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -16074,7 +16155,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "0e500448b18bb8f7d4ab2926a4de09adcdecb895877a2426f3e6403ceaffb242", + "prepared_review_unit_hash": "53f6e19a969e1068ad7c98c35d86bb49a1e848f883916359e664f415cc0d3522", "component_budget": { "node_count": 2, "item_count": 2, @@ -16096,18 +16177,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues do not describe the same underlying bug or change; they look like unrelated placeholder/spam-style entries with different personal-name/date titles.", - "confidence": 0.95, - "canonical_issue_reason": "No good canonical issue: neither entry contains a technical problem description, and the titles are unrelated personal-name/date strings.", + "summary": "These two closed issues look like unrelated low-information reports with different names and dates; there is no evidence they describe the same bug or request.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45764 is slightly more suitable as canonical only because it has the earlier timestamp, but it contains no actionable content.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong representative for a duplicate cluster because there is no shared bug report or actionable content.", + "best_issue_reason": "issue:45764 is the best available issue representative by chronology, not by substantive detail.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the only similarity is superficial title patterning; there is no shared problem statement, body, or issue linkage indicating the same underlying issue." + "reason": "Titles differ by person/name and date; there is no shared description, target, filename, or other evidence of the same underlying issue." } ] }, @@ -16121,7 +16202,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16156,8 +16237,8 @@ "pull_request:43424|pull_request:43823", "pull_request:43823|pull_request:45655", "pull_request:43823|pull_request:43995", - "pull_request:43995|pull_request:44827", "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:45795", "pull_request:44827|pull_request:45655", @@ -16166,154 +16247,154 @@ "pull_request:43823|pull_request:45795", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "9bd5805ad242703e9d34a66f81a0c64f284cab62999c2d3c39cf1aa5533b75ac", + "prepared_review_unit_hash": "9168ee145853d6467a866b02d1c892f9c28c69d1f94f18832bec19781b0f1559", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35201, - "estimated_input_tokens": 8801, - "estimated_eval_tokens": 17858 + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35201, - "estimated_input_tokens": 8801, - "estimated_eval_tokens": 17858 + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft edge is a true duplicate: two PRs make the same `fixed_cross_entropy` API change in the same file for the same issue. The rest touch different models, docs, or unrelated refactors/tests.", - "confidence": 0.93, + "summary": "This cluster is mostly unrelated PRs. The only genuine duplicate/overlap is the pair of `fixed_cross_entropy` patches, which target the same code path and same issue; all other pairs are just broad topical similarity or shared subsystem noise.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical PR: it directly targets issue #43240 and contains the fuller version of the same `fixed_cross_entropy` fix, including the kwargs passthrough cleanup and added support for `weight` and `label_smoothing`.", + "canonical_pr_reason": "PR #43254 is the cleanest representative of the only real overlap: it updates `fixed_cross_entropy` to accept supported kwargs (`weight`, `label_smoothing`) in the same file and for the same issue target as the other patch.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best representative of the cluster because it is the clearest, issue-linked implementation of the shared loss-function change.", + "best_pr_reason": "PR #43254 is the best global anchor for the cluster because it is the most directly aligned with the only true duplicate pair and has the clearest, broader description of the fix.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different features in different areas: VideoPrism model addition vs an Executorch dynamic-shape export test. No shared code path or mergeable overlap." + "reason": "Different features: a Videoprism model addition vs an Executorch dynamic-shape test. No shared code-path bug or mergeable single change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer API additions vs adding a new MobileLLM model. Unrelated artifacts." + "reason": "Different artifacts: tokenizer API additions for MistralCommon vs adding the MobileLLM model. Similarity is only generic model/tokenizer work." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method fixes and executorch export tests are unrelated changes." + "reason": "Tokenizer method addition vs Executorch export test; unrelated changes and not the same underlying bug or feature." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness work vs adding MobileLLM. Broad ML subsystem similarity only, not the same bug or change." + "reason": "Processor auto-loading robustness vs adding a new model implementation. Same broad area, but not the same concrete change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix vs adding a new model. Completely different code paths." + "reason": "Cross-entropy kwargs fix vs adding MobileLLM. No overlap in code path or fix intent." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both touch training/model infrastructure, but one fixes loss computation and the other is a Mistral4 test/model cleanup PR. Not the same underlying change." + "reason": "Cross-entropy helper fix vs Mistral4 test/model changes. Different issue and different subsystem behavior." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test coverage vs Mistral4 model/test fixes. No concrete overlap." + "reason": "Executorch dynamic-shape test vs Mistral4 fixes. Both are tests-focused but address unrelated problems." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export test vs new model introduction. Not duplicate work." + "reason": "Executorch exportability test vs new MobileLLM model. No shared bug or code path." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model code vs a Python version/config-resolution fix. Unrelated." + "reason": "New model addition vs config resolution order fix. Unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition vs Falcon refactor for output collection. Different model families and different changes." + "reason": "New model addition vs Falcon output-capture refactor. Same area of Transformers, but not the same concrete change." }, { "left": "pull_request:43995", - "right": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-interface refactor vs Mistral4 test/model fix. Similar modernizing theme, but not the same concrete bug." + "reason": "Falcon refactor vs model-creation skill/docs. The skill PR is tooling/documentation, not the same code-path fix." }, { "left": "pull_request:43995", - "right": "pull_request:45213", + "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs a model-creation skill/documentation PR. No shared implementation target." + "reason": "Falcon output-interface refactor vs Mistral4 tests. Different models and different changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes vs CLIP-like `layrnorm`/`layernorm` rename cleanup. Different subsystems and problems." + "reason": "Mistral4 test/model adjustments vs a layernorm renaming migration. Unrelated patches." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 test/model fixes vs docs for audio/video processors. Not the same underlying change." + "reason": "Mistral4 tests vs docs for audio/video processors. No shared underlying bug or change." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes vs config-resolution ordering fix. Unrelated code paths." + "reason": "Mistral4 changes vs `cls.config` resolution ordering fix. Different code paths and purposes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model/test fixes vs a docs/skill PR for model creation. No duplicate change." + "reason": "Model test fixes vs the model-creation skill draft. Not the same artifact type or bug." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New MobileLLM model vs model-creation skill/docs. One is implementation, the other is tooling/documentation." + "reason": "New model implementation vs tooling/skill scaffolding. Only superficial topic overlap." }, { "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "New MobileLLM model vs docs for audio/video processors. Different scope and no shared bug." + "reason": "New model implementation vs docs updates for audio/video processors. Not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs implement the same `fixed_cross_entropy` fix in the same file for issue #43240, adding support for extra `cross_entropy` kwargs (`weight`, `label_smoothing`) and adjusting the wrapper signature. They are the same underlying change and could be merged into one PR." + "reason": "Both PRs patch `src/transformers/loss/loss_utils.py` to extend `fixed_cross_entropy` with supported kwargs (`weight`, `label_smoothing`) for the same issue target. They are functionally the same fix and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate, PR 43251 vs PR 43254, is clearly supported by the shared issue target #43240 and identical `fixed_cross_entropy` edits in the same file. The other soft-edge rejections do not overclaim mergeability and appropriately treat the paired PRs as different models, docs, tests, or refactors rather than the same bugfix." + "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate is PRs #43251 and #43254, which both modify `src/transformers/loss/loss_utils.py` for issue target 43240. The rest of the pairwise rejections are conservative and consistent with the evidence (mostly broad topical similarity without shared files or targets)." }, "evaluator_used": true, "retried": false, @@ -16324,7 +16405,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16340,7 +16421,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "f8ec5f6a43f5cafd9b8587e128a989afc15fdfcce70e865a976a80cb8d81db12", + "prepared_review_unit_hash": "aa50d60bc45291d6729835ea44cc9d75899276b79192dc3c36e0223c6b803e5c", "component_budget": { "node_count": 2, "item_count": 2, @@ -16362,18 +16443,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are VibeVoice-related and overlap on core model files, but #42781 is specifically a draft for VibeVoice Realtime and adds acoustic-tokenizer/generation changes beyond the base implementation in #40546. They look related, not duplicates.", - "confidence": 0.91, + "summary": "Two open PRs in the same VibeVoice area, but they are not duplicates: one adds the base VibeVoice model/docs, while the other adds VibeVoice Realtime plus acoustic-tokenizer work and extra generation/runtime changes.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the main non-draft VibeVoice implementation and has the broader, more established code integration and review history, making it the better representative PR for this cluster.", + "canonical_pr_reason": "42781 is the broader and more recent VibeVoice submission, covering realtime support and the acoustic tokenizer in addition to the core model work, so it is the better representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the strongest standalone PR in the set: it is a full VibeVoice implementation rather than a narrower realtime follow-up, and it is the more mature change request.", + "best_pr_reason": "42781 best represents the cluster because it subsumes the base VibeVoice integration and extends it with the realtime/tokenizer stack; 40546 is a narrower earlier model-only PR.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Do not merge: #42781 is a distinct VibeVoice Realtime extension with additional acoustic-tokenizer and generation changes. The overlap is on the same model family, but the concrete change sets are different and could reasonably land as separate PRs." + "reason": "Shared VibeVoice files do not mean the same change: 40546 is core VibeVoice model/docs, while 42781 adds VibeVoice Realtime and the acoustic tokenizer with additional generation changes. These are related but not the same concrete fix and would not cleanly merge as one PR." } ] }, @@ -16387,7 +16468,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16403,7 +16484,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "13012018a2d9ea4d48729d3f7f0232b1b7bff6881b5e3754e71ef1ce1201417c", + "prepared_review_unit_hash": "590150e26e4f6c24925dc59929a83531271014d5bfc50755f538332100d8e4d7", "component_budget": { "node_count": 2, "item_count": 2, @@ -16425,18 +16506,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They do not fix the same code path or represent a duplicate change.", - "confidence": 0.98, + "summary": "These two PRs are unrelated feature additions: one adds covariate forecasting for TimesFM, the other adds DINOv3 image classification support. They do not fix the same code path and should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the changes target different models and different features, with no overlapping bug or implementation path.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 41224 is the cleaner representative of its own feature area: a focused DINOv3 image-classification addition with a concrete model/code path.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different features, and different code paths: TimesFM forecasting with covariates versus DINOv3 image classification support. They could not plausibly be merged into one PR." + "reason": "Different components and behaviors: TimesFM covariate forecasting vs. DINOv3 image classification. They are not the same underlying change and could not plausibly be merged into one PR." } ] }, @@ -16450,7 +16531,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16513,7 +16594,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16531,46 +16612,46 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "263044698589ef5c04155560e4abeffccc858bd44ff024ce62b9a517bc934bfb", + "prepared_review_unit_hash": "e4c2c41d2ed203152364fe537989e12dcfe1e5965a859355bc479e2cfd646f9c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10429, - "estimated_input_tokens": 2608, - "estimated_eval_tokens": 5472 + "serialized_chars": 10428, + "estimated_input_tokens": 2607, + "estimated_eval_tokens": 5470 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10429, - "estimated_input_tokens": 2608, - "estimated_eval_tokens": 5472 + "serialized_chars": 10428, + "estimated_input_tokens": 2607, + "estimated_eval_tokens": 5470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests add different models (DeepSeek OCR, Isaac, Kimi2-6). They share some registration/docs scaffolding, but they are not the same underlying change and should not be merged as duplicates.", + "summary": "These are three separate model-addition PRs, not duplicates. They share Transformers integration scaffolding, but each targets a different model family and codepath.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each item is a separate model integration with different model-specific files, tests, and documentation.", + "canonical_pr_reason": "No canonical PR: DeepSeek OCR, Isaac, and Kimi2-6 are distinct additions with separate configs, processors, models, and tests.", "best_issue_reason": null, - "best_pr_reason": "No PR in this cluster is a better duplicate representative than the others; they are distinct additions, not alternate implementations of the same feature.", + "best_pr_reason": "No single best PR for deduplication; if forced to pick a representative, Kimi2-6 is the broadest integration, but it still addresses a different model than the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac). Overlap is limited to shared Hugging Face model-scaffolding files, not the same code-path change." + "reason": "Different model families and different changes: DeepSeek OCR vs Isaac. Shared auto/docs scaffolding is not enough to treat them as the same PR." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6). Shared auto-registration/docs patterns are boilerplate for new models, not evidence of one underlying bug or change." + "reason": "Isaac and Kimi2-6 are separate model additions with different files and features. They do not fix the same concrete code-path problem." } ] }, @@ -16584,7 +16665,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16600,7 +16681,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "756d7b53c085e40db8b10afb4cc14ec2b836aad041e09f56da16769ace3413ae", + "prepared_review_unit_hash": "63d4614cc38dac6411b0de51232e02a426697c6a54d24ac5d3cd36da4562f937", "component_budget": { "node_count": 2, "item_count": 2, @@ -16622,18 +16703,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two workflow-maintenance PRs with overlapping GitHub Actions version bumps, but they target different underlying upgrades and are not the same change.", - "confidence": 0.91, + "summary": "Two distinct GitHub Actions maintenance PRs: one is a Node 24 compatibility sweep for workflow actions, the other is a separate bump of Docker/build-related actions to newer versions. They overlap in workflow files but address different dependencies and migration goals.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the clearer representative: it has an explicit Node 24 compatibility goal and updates the core workflow actions across many files.", + "canonical_pr_reason": "pull_request:42975 is the better canonical PR because it has a clearer, narrower purpose: upgrading workflow actions specifically for Node 24 compatibility across CI/review-related workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better standalone reference because its scope and intent are explicit, while PR 42976 is a separate dependency bump for build-related actions.", + "best_pr_reason": "pull_request:42975 is the strongest representative of the cluster because its title and diff show a concrete compatibility-driven maintenance change; 42976 is a separate version-bump PR focused on Docker/build actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are GitHub Actions upgrade PRs, but they change different action families: 42975 focuses on checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action and a different set of workflow actions. They are related maintenance work, not the same concrete bug or mergeable single fix." + "reason": "Reject: these are not the same underlying change. 42975 is a broad GitHub Actions upgrade for Node 24 compatibility, while 42976 specifically bumps docker/build-push-action and a few other actions to latest versions. Shared workflow files alone are not enough to merge them as duplicates." } ] }, @@ -16647,7 +16728,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16655,12 +16736,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42978-4", + "cluster_id": "cluster-42978-7", "nodes": [ "pull_request:42978", "pull_request:43448", "pull_request:43451", - "pull_request:45490" + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" ], "soft_pairs": [ "pull_request:42978|pull_request:43448", @@ -16668,72 +16752,93 @@ "pull_request:42978|pull_request:45490", "pull_request:43448|pull_request:43451", "pull_request:43448|pull_request:45490", - "pull_request:43451|pull_request:45490" + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "cb1b0a79e21a33ce1b812fcfe0d4eee785c953759269b33a8c352befeddf8ebe", + "prepared_review_unit_hash": "5bc024c69eb0b45bbab5ae2b9cd2c007ebc689ad156493d5fc93fb79317db6ce", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 14079, - "estimated_input_tokens": 3520, - "estimated_eval_tokens": 7296 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23507, + "estimated_input_tokens": 5877, + "estimated_eval_tokens": 12010 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 14079, - "estimated_input_tokens": 3520, - "estimated_eval_tokens": 7296 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23507, + "estimated_input_tokens": 5877, + "estimated_eval_tokens": 12010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates; they each add a different model integration (ViT NEPA, Molmo, Molmo2, CTSM). Their overlap is mostly shared Hugging Face boilerplate such as docs, auto-mappings, and registry updates.", - "confidence": 0.98, + "summary": "No true duplicates here. The soft edges are only superficial similarity between separate model-addition PRs, plus one unrelated distributed-loading PR; all candidate duplicate links should be rejected.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the four PRs target different model families and code paths, with only generic framework/docs overlap.", + "canonical_pr_reason": "No single canonical PR: the cluster mixes unrelated additions for different models/features (Molmo, Molmo2, Lfm2 Audio, CTSM, PP-OCRv6, and pipeline-parallel infra), so there is no shared underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the most substantial and mature of the set, but it is still a distinct Molmo2 integration rather than a duplicate of the others.", + "best_pr_reason": "If forced to pick one representative, PR 43451 is the most substantial and central model-addition PR, with the broadest implementation footprint and highest review activity.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared edits are just generic docs/auto-registry boilerplate, not the same bug or change." + "reason": "Different models (ViT NEPA vs Molmo) and different code paths; same docs/auto registry patterns are not enough to duplicate them." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated model integrations with different filenames and implementation paths; not mergeable as one PR." + "reason": "Different models (ViT NEPA vs Molmo2); overlap is only generic model-registration scaffolding." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM are separate model families; overlap is only framework registration/docs, so this is not a duplicate." + "reason": "Different model families (ViT NEPA vs CTSM); similar auto/docs edits do not indicate the same change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model releases with different processing/model code; similar repo plumbing does not make them the same change." + "reason": "Molmo and Molmo2 are distinct model additions with separate implementations, tests, and docs." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM address different models and code paths; shared auto/docs updates are too generic to treat as one fix." + "reason": "Molmo and CTSM are unrelated model additions; shared repo plumbing is too broad to merge as duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model integrations; they cannot plausibly be merged into a single PR beyond shared registry/docs scaffolding." + "reason": "Molmo2 and CTSM are different models with different architectures and files; not the same underlying change." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 Audio model support and PP-OCRv6 text recognition support are unrelated additions." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel loading infrastructure is unrelated to PP-OCRv6 model support; they do not fix the same code-path problem." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6 are different model families; only broad model-registration files overlap." } ] }, @@ -16747,7 +16852,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16766,7 +16871,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "e56dc2e387f6082b95979f210705fe8c7da0a0fe94dadd3306f92d5ca1e86f17", + "prepared_review_unit_hash": "b4a05a0f7a6256d446468512b1e51a158963fff84e2a99bfe82fab38b79c6abb", "component_budget": { "node_count": 3, "item_count": 3, @@ -16788,30 +16893,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are pull requests, but they do not appear to be duplicates of the same change. PR 44815 is the substantive dequantization fix; PR 43291 is a Whisper tokenizer/test fix; PR 43665 is test-only and spans unrelated CLIP/ViT files. The soft similarity signals are too broad to justify merging any pair.", - "confidence": 0.91, + "summary": "These PRs are not duplicates: two are test-focused Whisper/vision items, while one is a substantive FP8/model-loading fix. The cluster appears to be a mixed set of unrelated pull requests rather than one underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the clearest substantive code change with a coherent fix across loading, FP8 integration, quantizer logic, and model tests. The other PRs are either narrower or test-only and do not represent the main bug/change in this cluster.", + "canonical_pr_reason": "pull_request:44815 is the most substantive and concrete change: it fixes model-loading/FP8 code paths with supporting integration updates, rather than only touching tests.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best representative artifact because it fixes an actual runtime path (dequant/loading behavior) rather than just adjusting tests, and the touched files all align with one concrete change.", + "best_pr_reason": "pull_request:44815 is the strongest standalone PR in the set because it addresses a specific code-path bug and includes the broadest coherent fix.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both include test files, but they target different models and different problems. 43291 changes Whisper tokenizer decoding logic; 43665 only inserts failing assertions in CLIP/ViT tests and does not share the same code-path bug." + "reason": "Both are test-oriented, but they target different model areas and the diffs do not indicate the same concrete bug or a single mergeable fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "43291 is about Whisper decode/test behavior, while 44815 is about FP8 dequantization/loading. The overlap is only superficial test activity, not the same underlying fix." + "reason": "Whisper tokenizer/test changes are unrelated to the FP8/model-loading dequantization fix; they do not share a concrete code-path problem." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "43665 is unrelated test-only work for CLIP/ViT, whereas 44815 is a real dequantization fix across loading and quantization code. They do not look mergeable into one PR for the same bug." + "reason": "CLIP/ViT test changes and an FP8 dequantization fix are unrelated changes; shared broad testing/cleanup similarity is not enough to treat them as one fix." } ] }, @@ -16825,7 +16930,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16841,12 +16946,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "4506ce3d5e99eabe47818331c165293a4a10d24910ea539bfe7bf885c76d4659", + "prepared_review_unit_hash": "c266fb875774090e80f4643194134adf228659a5a328edc4dff187bd1631b8a0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -16854,7 +16959,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -16863,18 +16968,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one is a repo-bot/setup packaging tweak, the other is a CI/testing workflow change with unrelated workflow and utility edits. They only overlap on a shared test file, which is too weak to imply the same underlying change.", - "confidence": 0.96, + "summary": "The two PRs are both test/demonstration changes, but they target different behaviors and code paths: one is about a bad version format/repo-bot check, the other is about workflow/comment CI behavior and diff display. They should not be clustered as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for deduping: the PRs address different code paths and subsystems, so neither can stand in for the other as the same change.", + "canonical_pr_reason": "PR 43488 is the better canonical PR candidate because it is narrower and more self-contained, centered on the version-format/repo-bot check. PR 43532 spans multiple workflows and testing utilities, making it broader and less representative.", "best_issue_reason": null, - "best_pr_reason": "If a single PR must be chosen as the most representative, #43532 is the broader, more substantive change set, but it is still not a duplicate of #43488.", + "best_pr_reason": "PR 43488 is the best overall PR in the cluster for triage because it has a clearer, single-purpose change and a tighter code path than PR 43532, which is a broader workflow/testing showcase PR.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: shared test-file overlap is incidental; #43488 changes setup/versioning and test dependency metadata, while #43532 changes CI workflows and testing utilities. They do not fix the same concrete bug or could not be merged as one PR without conflating unrelated work." + "reason": "Different underlying changes: 43488 adjusts packaging/versioning and a Vit test, while 43532 rewrites workflow automation and related test/notification files. Shared Vit test filename is incidental, not evidence of the same fix." } ] }, @@ -16888,7 +16993,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16904,12 +17009,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "439f15cd25e6cb4e2dbde9b61d14583db105256894aad22342574eb43298a21d", + "prepared_review_unit_hash": "d2e5526a4441fd7d16aabf4ea06e230b08b6f82530a6371a2447be3163cb7d92", "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 }, @@ -16917,7 +17022,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16926,18 +17031,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two closely related pipeline-addition PRs with shared docs/registry plumbing, but they implement different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They are similar in shape, not the same underlying change, so they should not be clustered as duplicates.", - "confidence": 0.95, + "summary": "These are closely related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share infrastructure and docs, but target different tasks and model paths, so they should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43613 is the broader representative: it covers a larger set of model integrations and tests, making it the better anchor for this cluster even though it is not a duplicate of 43612.", "best_issue_reason": null, - "best_pr_reason": "No PR is a true duplicate/canonical fit. If forced to pick one, either would be misleading because the underlying pipelines, model integrations, and tests target different tasks.", + "best_pr_reason": "PR 43613 is the strongest single representative because it has wider code and test coverage across multiple segmentation backends; however, it still addresses a different feature than 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features and task definitions; they share scaffolding and documentation updates, but not the same concrete code-path or mergeable change." + "reason": "Different pipeline features and task targets (concept vs visual segmentation) with different model/test coverage; they are not the same concrete code-path change and would not plausibly be merged into one PR." } ] }, @@ -16951,7 +17056,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16967,7 +17072,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "18a4187348228b441e9c691af15e5596efc6d6f84f026927e3503fb42a2bb645", + "prepared_review_unit_hash": "f90ac6a55bf8746821490695e9f48b27f2b679e7e7e9b1947a4f671ad0e2347b", "component_budget": { "node_count": 2, "item_count": 2, @@ -16989,18 +17094,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one changes gradient-accumulation loss scaling in Trainer, the other adds a hook for signature-column filtering. They share a file but address different code paths and problems.", - "confidence": 0.98, + "summary": "Two open PRs touch the same file but implement different Trainer extension points: one changes gradient-accumulation loss scaling, the other changes signature-based column filtering. They are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 43651 and 43663 modify different Trainer behaviors and should not be clustered as duplicates.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the cluster because the cluster does not contain a single underlying change; if forced, 43651 is the more concrete bugfix, but it does not subsume 43663.", + "best_pr_reason": "If one must be chosen as the cleaner representative, PR #43651 is the more self-contained change, but it is not a duplicate of #43663; they address different trainer behaviors.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Distinct changes in Trainer: 43651 adjusts loss scaling for gradient accumulation, while 43663 adds a signature-column helper for column filtering. Same file is not enough to treat them as the same PR." + "reason": "Different code paths and goals in trainer.py: #43651 adds a hook for loss scaling during gradient accumulation, while #43663 adds a hook for signature-column filtering. Shared file alone is not enough to treat them as the same change." } ] }, @@ -17014,7 +17119,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17032,63 +17137,63 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "4ad4a8a5acf27114184bd52b6bb5e66800834ae24d08b5e4c6be65cf449c287e", + "prepared_review_unit_hash": "dcc93991e1bb75d6d07503e429beebbaf9e2ce67cab96665200303aca21999d3", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three PRs all touch `src/transformers/cli/serve.py` and relate to `TypeAdapter`, but they do not form a confidently duplicate cluster. 43842 is the most precise fix for the pydantic-absent `TypeAdapter` NameError. 43836 is broader annotation cleanup with only loose similarity, and 43656 is a separate typing/refactor-style change rather than the same concrete bugfix.", - "confidence": 0.82, + "summary": "PR #43842 is the clearest match for the `TypeAdapter` NameError fix in `src/transformers/cli/serve.py`. PR #43836 appears to be the same underlying annotation/import workaround, while #43656 is a broader annotation-cleanup change and is not evidenced strongly enough to treat as the same bugfix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "43842 is the strongest standalone representative: it directly addresses the `TypeAdapter` NameError with a minimal, explicit `TYPE_CHECKING` import/annotation fix.", + "canonical_pr_reason": "PR #43842 is the most precise fix: it directly addresses the `TypeAdapter` NameError by moving the import under `TYPE_CHECKING` and stringizing the annotation, with the smallest and most explicit diff.", "best_issue_reason": null, - "best_pr_reason": "43842 is the best PR to keep as the representative fix because it is the narrowest and most concrete resolution of the runtime `TypeAdapter` import problem.", + "best_pr_reason": "PR #43842 is the best representative because its title and diff both directly describe the runtime `TypeAdapter` name-resolution failure, making it the clearest canonical fix for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "They share `serve.py` and `TypeAdapter` context, but 43656 looks like broader typing cleanup rather than the same concrete pydantic-import bug fixed by 43842." + "reason": "This diff only shows broader `from __future__ import annotations` / annotation cleanup in `serve.py`; it does not explicitly show the same `TypeAdapter`-focused runtime fix as #43842, so the evidence is too weak to treat them as the same change." }, { "left": "pull_request:43836", "right": "pull_request:43842", - "accept": false, - "reason": "The evidence is only shared file/soft similarity plus the common tracking issue; 43836\u2019s diff is broader annotation cleanup and does not clearly match the same minimal `TypeAdapter` import fix as 43842." + "accept": true, + "reason": "Both PRs target the same `TypeAdapter` name-resolution problem in `serve.py`, and the shown edits are plausible variants of the same fix: deferring the annotation and typing import to avoid runtime evaluation." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is mostly grounded, but the 43836\u219443842 soft-edge accept is too strong for the packet. The evidence for that pair is only shared file/soft similarity (with no shared target in the pair evidence), and 43836\u2019s diff preview looks like a broader annotation cleanup rather than a clearly same concrete TypeAdapter import fix. That makes the claim that they are the same bugfix and mergeable as a single PR insufficiently conservative. The 43656\u219443842 rejection is fine, but the overall cluster should be rejected because one soft-edge verdict overstates the evidence." + "feedback": "The 43842 assessment is well grounded, but the soft-edge handling is not conservative enough. For 43656, the packet only shows a broader `from __future__ import annotations` / annotation-cleanup diff in `serve.py`; it does not explicitly show the same `TypeAdapter`-focused change that 43842 makes, so claiming it is the same bugfix and mergeable with 43842 is stronger than the provided evidence supports. The 43836 pair is better supported, but one overconfident soft-edge verdict is enough to reject. The summary also slightly overstates by saying all three PRs target the same `TypeAdapter` NameError when only 43842 explicitly shows that in the diff preview." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 13, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17154,7 +17259,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -17235,15 +17340,15 @@ "pull_request:44059|pull_request:44071", "pull_request:44059|pull_request:44068", "pull_request:44056|pull_request:44101", - "pull_request:44018|pull_request:44059", "pull_request:44073|pull_request:44161", + "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:43997|pull_request:44018", "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", @@ -17267,20 +17372,20 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "b3cdb103b2d33707fba8385a9c9a78b918a11099548b504f5b61e834f87c34ed", + "prepared_review_unit_hash": "62360561d12498d237939c11892f555bfd1d012cce85bdc1edb09628f211eb57", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76936, + "serialized_chars": 76933, "estimated_input_tokens": 19234, "estimated_eval_tokens": 38724 }, @@ -17289,84 +17394,84 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-by-model refactors for a shared output-tracing/capture_outputs initiative. Only a few pairs are true near-duplicates within the same concrete code path (notably GPT-Neo and GPT-J); most others are separate model migrations and should stay distinct.", - "confidence": 0.78, - "canonical_issue_reason": "No issue artifact is included in the cluster; the shared tracker appears to be issue #43979 referenced by many PRs.", - "canonical_pr_reason": "PR #44066 is the strongest representative: it directly implements the standardized output-tracing refactor, has an explicit issue link, and covers the core GPT-J/CodeGen path that recurs in later duplicate-looking PRs.", - "best_issue_reason": "No issue node is present here; #43979 is the common tracking issue but cannot be selected as a cluster item.", - "best_pr_reason": "PR #44066 is the best overall representative because it is issue-linked, broad within the GPT-J/CodeGen path, and sits at the center of the few true duplicate overlaps in this set.", + "summary": "Mostly a broad standardized output-tracing sweep across unrelated model families. Only the GPT-J/CodeGen duplicates and the GPT-Neo duplicates look like true same-change overlaps; the rest are just similar refactors in different code paths.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the shared output-tracing refactor work: it directly targets the GPT-J/CodeGen implementation path, is explicit about the standardized decorator approach, and overlaps with the other accepted GPT-J/GPT-Neo duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best single representative for the cluster because it has the clearest concrete implementation of the recurring output-tracing change and the strongest linkage to the duplicate GPT-J work.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models/files (CVT/FNet vs GPT-J); only the shared tracking issue overlaps." + "reason": "Same high-level theme, but different model families and different concrete code paths." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths; same initiative theme is not enough." + "reason": "Different model families; this is not the same bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both refactor GPT-J output tracing in the same file; 44066 simply bundles an extra CodeGen file." + "reason": "Both refactor the same GPT-J output-tracing code path, and one is a broader version of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Both are tracing refactors, but they touch different architectures and concrete code paths." + "reason": "Both are standardized output refactors, but for different backbone models and not one concrete shared fix." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations." + "reason": "Different model families and no shared code path." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families; no shared concrete bug/change." + "reason": "Different models; similarity is only at the refactor pattern level." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa V2 are unrelated refactors." + "reason": "Unrelated model implementations despite a shared refactor theme." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR is not the same code-path change." + "reason": "Different model families and different underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model migrations." + "reason": "GPT-J/CodeGen vs MPT are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor on the same model/file path." + "reason": "Both target the same GPT-Neo output-tracing refactor on the same model family." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "Shared issue target only; GPT-J/CodeGen and GPT-Neo are different concrete changes." + "reason": "GPT-J/CodeGen and GPT-Neo are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct refactors despite the same initiative." + "reason": "Different model families and not the same concrete change." }, { "left": "pull_request:44019", @@ -17378,211 +17483,217 @@ "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different models and code paths." + "reason": "Different model families; only the refactor style is similar." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated changes." + "reason": "ResNet and GPT-J are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model implementations." + "reason": "Different model families and different output code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate refactors." + "reason": "ResNet and MPT are unrelated concrete changes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated." + "reason": "GPT-Neo and Flaubert/XLM are different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different concrete changes." + "reason": "GPT-Neo is a different model family from GPT-J/CodeGen." }, { "left": "pull_request:44071", - "right": "pull_request:44722", + "right": "pull_request:44086", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model paths." + "reason": "Different model families and no shared bug/change." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated." + "reason": "GPT-2 and MGP-STR are unrelated implementations." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are not the same bug or refactor." + "reason": "Both are refactors, but on different model families and different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate model changes." + "reason": "GPT-2 output tracing is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model refactors." + "reason": "ViLT and Flaubert/XLM are different concrete changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and MPT are different code paths." + "reason": "SegFormer is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44017", - "right": "pull_request:44722", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated." + "reason": "Different model families and different output paths." }, { "left": "pull_request:44017", - "right": "pull_request:44161", + "right": "pull_request:44073", "accept": false, - "reason": "Segformer and LongT5 are unrelated model migrations." + "reason": "SegFormer and VisualBERT are not the same underlying fix." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and MPT are different model-specific refactors." + "reason": "Different model families and different code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and MGP-STR are unrelated." + "reason": "TextNet and Flaubert/XLM are unrelated changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and VisualBert are different code paths." + "reason": "Different models and no shared concrete bug." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "Segformer and VisualBert are unrelated." + "reason": "GPT-Neo and GPT-2 are different model implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different model refactors." + "reason": "Flaubert/XLM and LongT5 are different code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated." + "reason": "RegNet and SegFormer are unrelated model families." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "MPNet and LongT5 are separate model changes." + "reason": "RegNet and MPNet are different concrete changes." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are unrelated." + "reason": "MPT and ImageGPT are unrelated implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and Segformer are different model implementations." + "reason": "SqueezeBert and MPT are different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and MPNet are unrelated." + "reason": "SqueezeBert and VisualBERT are not the same fix." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT and DeBERTa V2 are different code paths." + "reason": "GPT-Neo and SpeechT5 are different model families." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTa V2 and TextNet are unrelated refactors." + "reason": "SqueezeBert and DeBERTa are unrelated changes." }, { "left": "pull_request:44044", - "right": "pull_request:44129", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 and SpeechT5 are unrelated." + "reason": "DeBERTa and TextNet are different concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both target the same GPT-J/CodeGen output-tracing refactor with the same files involved." + "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is the broader combined version." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both modify GPT-J output tracing in the same file; 44722 is a broader superset." + "reason": "Both cover the same GPT-J tracing refactor and could be merged as one change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model paths." + "reason": "GPT-J and SpeechT5 are unrelated changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and ResNet/RegNet are not the same underlying change." + "reason": "Different model families; only the refactor pattern overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated." + "reason": "CVT/FNet and SpeechT5 do not share the same concrete fix." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa V2 and ViTS are unrelated model changes." + "reason": "DeBERTa and VITS are unrelated model implementations." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different code paths." + "reason": "FocalNet and ImageGPT are different concrete changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: there is no issue node, #43979 is the common tracker, and the representative PR choice is supported by the diff overlap. The soft-edge verdicts are appropriately conservative overall, with the accepted pairs limited to clear same-file/same-model near-duplicates and the rejected pairs mostly separating unrelated model implementations." + "feedback": "The summary stays grounded in the packet: it correctly treats most pairs as theme-level similarity across different model families, while carving out the GPT-J/CodeGen and GPT-Neo overlaps as the only plausible same-change clusters. The accepted soft-edge verdicts are conservative and look mergeable into single PRs for the same bugfix." }, "evaluator_used": true, "retried": false, @@ -17593,7 +17704,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 26, + "component_count": 27, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -17617,20 +17728,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "fe8abff9dd5023adaa51ed1078c5c92d7cab95175128a1376c362082c1699b59", + "prepared_review_unit_hash": "3b555afeb8678382e6a86f4960aaa845619190549f5a1376fedb64059a4e77d7", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, + "serialized_chars": 13065, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -17639,42 +17750,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are model-specific PRs for the same broad refactor pattern (migrating to standardized output tracing/capture helpers), but they change different model implementations and are not duplicates of one another.", - "confidence": 0.88, + "summary": "These PRs form a loose thematic cluster around migrating model forwards to the new standardized output-capture utilities, but they are model-specific refactors rather than the same underlying bug or change. I would not deduplicate any of the soft pairs.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it directly introduces the new output-capture helpers and `_can_record_outputs` wiring in a single model, with a focused, self-contained refactor.", + "canonical_pr_reason": "PR 44129 is the best representative of the cluster: it has the clearest concrete scope, an explicit issue link, and a substantial diff showing the standardized output-capture migration in one model path.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best cluster representative because its diff is explicit about the standardized tracing migration and shows the intended pattern most clearly; however, it is still only one model-specific instance, not a mergeable superset of the others.", + "best_pr_reason": "PR 44129 is the strongest standalone candidate because it is explicitly tied to issue 43979 and cleanly scopes the refactor to SpeechT5 output tracing.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are similar refactors, but they target different models (VisualBert vs TextNet) and different code paths. They are not the same underlying bug/change and would not be merged as one PR." + "reason": "Same broad refactor pattern, but different models and code paths (VisualBert vs TextNet); they are not the same concrete change and would not be merged as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "These are separate model migrations (MPNet vs VisualBert). The shared helper usage is thematic, but the actual implementation targets and fixes are distinct." + "reason": "Both migrate output tracing, but MPNet and VisualBert are separate model implementations with independent edits, so this is not a duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both are standardized output-tracing refactors, but for different model code paths. Similar mechanism, not duplicate change." + "reason": "Shared utility migration theme only; MPNet and TextNet touch different model logic and are not the same underlying fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; the PRs share a migration pattern but do not fix the same concrete bug or change." + "reason": "Both are per-model output-tracing refactors, but RegNet and SqueezeBert are unrelated code paths and not mergeable into a single PR." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both involve output-capture refactoring, but SqueezeBert and SpeechT5 are different model paths with different semantics and scopes. Not a duplicate PR." + "reason": "They target different models and different forward signatures; the overlap is only the standardized output-capture pattern, not the same bug or change." } ] }, @@ -17688,7 +17799,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17754,268 +17865,256 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "3e8c075b4c2d7bcdf6fed692098ce1b837438135ed151c14c1cf0a1d070b5a7b", + "prepared_review_unit_hash": "7b32d32ec2eff306543243f3fc5d11cf5d59456d51cf456020d03833ed61b47d", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40177, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40159, + "estimated_input_tokens": 10040, + "estimated_eval_tokens": 20336 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40177, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40159, + "estimated_input_tokens": 10040, + "estimated_eval_tokens": 20336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of similarly themed but independent PRs that refactor output tracing across different model implementations. They share wording and helper usage patterns, but they touch different files and concrete forward/code paths, so none of the soft links look like true duplicates.", - "confidence": 0.96, + "summary": "This cluster is a set of similar output-tracing refactor PRs, but they target different model families and code paths, so they are not duplicates of one another. I rejected all soft edges because the common theme is too broad for PR deduping.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each PR targets a different model/file and refactors a distinct forward or output-tracing path, so they are not mergeable as one duplicate change.", + "canonical_pr_reason": "PR 44003 is the most substantial representative of the cluster: it spans two related Mamba implementations and introduces the output-capture helpers, making it the clearest anchor for the shared refactor theme.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduping: the PRs are model-specific and independent, so none clearly subsumes the others as the canonical fix/change.", + "best_pr_reason": "PR 44003 is the strongest single representative of this group, with the broadest and most explicit output-tracing refactor among the listed PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and files; shared refactor language does not indicate the same code-path change." + "reason": "Different model families and forward paths; same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models and implementations; not the same underlying bug or change." + "reason": "Different architectures and code paths; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Same broad output-tracing theme, but separate model code paths and files." + "reason": "Unrelated model implementations; shared output-tracing wording is too broad." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Distinct model implementations; too broad to be one duplicate PR." + "reason": "Timm backbone vs Mamba are different code paths and refactor targets." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and source files; not plausibly one merged fix." + "reason": "Different model families; no evidence of the same concrete bug or fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated code paths; only the refactor motif matches." + "reason": "MobileNetV1 and UnivNet are unrelated implementations despite similar refactor intent." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model subsystems and forward signatures; not the same change." + "reason": "Different subsystems and model behavior; not mergeable as one duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Separate depth-estimation and classification/video code paths; no duplicate evidence beyond wording." + "reason": "MobileNetV1 classification backbone vs DepthAnything depth models are different code paths." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder-decoder vs MobileNetV1 implementations; not one concrete fix." + "reason": "Different model stacks; same tracing refactor theme only." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and files; no shared underlying bug." + "reason": "MobileNetV1 and speech encoder-decoder are unrelated changes." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated model paths." + "reason": "Vision-text dual encoder and UnivNet are different model families and fixes." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; same refactor wording is too generic." + "reason": "Different concrete code paths; only the refactor pattern matches." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Distinct model families and implementations; not mergeable into one PR." + "reason": "Vision-text dual encoder vs Mamba are unrelated implementations." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and outputs; no concrete duplicate change." + "reason": "Different tasks and model internals; not the same underlying issue." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated code paths despite similar refactor structure." + "reason": "UnivNet and UperNet are unrelated code paths, despite similar output handling changes." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model architectures; not the same underlying fix." + "reason": "Different models and forward signatures; no shared concrete bug." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different files, different model behavior; only the meta-task matches." + "reason": "UnivNet vs DepthAnything are different architectures and fixes." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated implementations; not a duplicate PR." + "reason": "UperNet segmentation and RWKV are different implementations." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; too broad to merge as one change." + "reason": "Different model families; shared tracing refactor theme is too broad." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba and SuperPoint are different systems; shared refactor theme is insufficient." + "reason": "Mamba/FalconMamba and SuperPoint do not fix the same code-path problem." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "CodeGen and Falcon/Mamba touch different model internals and output behavior." + "reason": "Mamba-style recurrent models vs CodeGen are distinct code paths." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone vs CodeGen are unrelated model code paths; not the same fix." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "UnivNet and CodeGen are different models; no common concrete bug." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44004", - "accept": false, - "reason": "UperNet and CodeGen are unrelated implementations." + "reason": "Timm backbone and CodeGen are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and files; not one underlying bug or change." + "reason": "DepthAnything models vs VisionEncoderDecoder are different subsystems." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder/decoder and depth models; no duplicate code-path issue." + "reason": "Depth-estimation models and speech encoder-decoder are unrelated changes." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are distinct models; only the refactor label is shared." + "reason": "DepthAnything and SuperPoint are different vision models with different code paths." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model architectures and outputs; not a single PR-worthy duplicate." + "reason": "DepthAnything and RWKV are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are unrelated code paths." + "reason": "Depth estimation and DPR retrieval models are not the same underlying bug or change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision/speech encoder-decoder wrapper and RWKV are different code paths." + "reason": "VisionEncoderDecoder and RWKV are unrelated model code paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different wrapper models and concrete output changes; not duplicates." + "reason": "Different encoder-decoder variants and different concrete implementations." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Vision encoder-decoder and SuperPoint do not share the same underlying bug." + "reason": "VisionEncoderDecoder and SuperPoint do not share a single fixable code-path issue." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different models and forward paths; too broad to merge together." + "reason": "Different model families; shared output-tracing refactor wording is insufficient." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated implementations." + "reason": "Speech encoder-decoder and SuperPoint are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; same refactor pattern only." + "reason": "Speech encoder-decoder and RWKV fix different code paths." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder and DPR are different concrete changes." + "reason": "Speech encoder-decoder and DPR are different model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated models; not a duplicate." + "reason": "SuperPoint and RWKV are unrelated model families." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths and outputs; no shared underlying fix." + "reason": "SuperPoint and DPR do not appear to fix the same concrete problem." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate model implementations; not one mergeable change." + "reason": "RWKV and DPR are different code paths; same refactor theme only." } ] }, @@ -18029,7 +18128,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18045,7 +18144,7 @@ "soft_pairs": [ "pull_request:44646|pull_request:45824" ], - "prepared_review_unit_hash": "f164e684a60cabba0d1d321807c6da47df1accb9b13e9b7dc872d49c711c8628", + "prepared_review_unit_hash": "c414498bf625f1ff849c8df521123aa6bb17caaebddc5d82b05acea7480de923", "component_budget": { "node_count": 2, "item_count": 2, @@ -18067,35 +18166,32 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are near-identical typo-fix changes for `seperate` -> `separate`. PR 45824 is the broader superset and includes the overlapping file edits from PR 44646, so it is the better representative of the cluster.", - "confidence": 0.91, + "summary": "Both PRs are near-duplicate typo cleanups for \"seperate\" -> \"separate\", but PR 45824 is a broader multi-file comment-only sweep and PR 44646 is a smaller overlapping subset. For strict PR deduping, I would not merge them as the same concrete change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45824 is the best canonical PR because it applies the same typo correction across a wider set of files, including the overlap with PR 44646, making it the more complete representative change.", + "canonical_pr_reason": "PR 45824 is the better canonical representative because it covers the typo fix across more affected files and subsumes the overlapping edits seen in PR 44646.", "best_issue_reason": null, - "best_pr_reason": "PR 45824 is the strongest standalone representative: it contains the shared typo fix plus additional matching comment cleanups across related model files.", + "best_pr_reason": "PR 45824 is the strongest standalone PR in the cluster: it is the more complete version of the same typo cleanup and spans all overlapping targets plus additional affected models.", "soft_edge_verdicts": [ { "left": "pull_request:44646", "right": "pull_request:45824", - "accept": true, - "reason": "Both PRs make the same underlying typo correction, and 45824 explicitly includes the overlapping edits from 44646 while extending them to more files." + "accept": false, + "reason": "Same typo theme, but these are comment-only cleanup PRs with different scopes; 45824 is a broader batch rather than the same single change, so they should stay separate under strict PR triage." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs are the same typo-fix (`seperate` -> `separate`), and PR 45824 clearly covers the overlapping files from PR 44646 while expanding to additional related model files. The soft-pair acceptance is conservative enough, and the pair looks mergeable as one bugfix PR." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 17, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18114,52 +18210,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "e02d0bf95a11e3c33607791721e9e72ad06f43f998194102648abee2fd9c6b86", + "prepared_review_unit_hash": "42d489244868a0b9bbdb7f1f852593f04438d6c6e9aa56df552577ba93a454a1", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three PRs are separate model-addition efforts for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share template-level Transformers boilerplate but not the same underlying change, so none should be merged as duplicates.", + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share generic scaffolding files from adding new model integrations, but they do not target the same concrete code change or bug.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR exists here; the PRs target different models and codepaths. If a single representative is needed, PR #45075 is the clearest standalone candidate because it has an explicit issue link and a tightly scoped model implementation.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45075 is the strongest representative of the cluster because it is a complete model add with an explicit issue target and focused scope, though it is not a duplicate of the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and change goals: PenguinVL implementation vs Voxtral TTS support. They only overlap on shared Transformers boilerplate, not the same bug or feature." + "reason": "Different model implementations and different code paths: PenguinVL vs Voxtral TTS. Shared auto/docs files are just standard model-registration boilerplate, not the same fix." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are distinct model integrations with different configs, processors, and modeling code. Shared auto-registration files are expected and do not indicate the same change." + "reason": "Different model additions for unrelated models (PenguinVL vs DeepSeek-OCR-2). Overlap in docs/auto registry files reflects template integration work, not one underlying change." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions for different modalities and codepaths. The overlap is generic model-registry/docs plumbing, not one concrete fix." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model-support PRs with different implementations and tests. They cannot plausibly be merged as one duplicate change." } ] }, @@ -18173,7 +18269,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18189,12 +18285,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "3110ced3a9abf80434c108bdeb10076a1909142b8973993e50019e175b68da10", + "prepared_review_unit_hash": "38521e52697b214ea9fe218bb59740c934893f7298a67450a2e0ec42d7c85773", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18202,7 +18298,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18211,18 +18307,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in the broad area of module/kernel fusion, but they implement different layers of the stack: #44979 introduces a generic Module Fusion API scaffold, while #45363 wires n-to-1 kernel fusion through KernelConfig and model integration points. They do not look like the same concrete change and should not be merged as duplicates.", - "confidence": 0.82, + "summary": "These PRs are both about fusion, but they address different layers of the stack: #44979 introduces a generic module-fusion API, while #45363 wires a specific KernelConfig-based n-to-1 kernel fusion flow into model loading/integration. They are related infrastructure, not duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the more complete, user-facing implementation: it touches modeling_utils/kernel_config/integrations and demonstrates actual kernel-based fusion behavior. #44979 is a lower-level API foundation, not the same patch.", + "canonical_pr_reason": "#45363 is the more concrete, end-to-end feature PR with explicit integration points and a usage example; #44979 is a broader API scaffold that could support many future fusion mechanisms.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the best representative PR because it implements the practical end-to-end fusion path; #44979 is a separate foundational API PR rather than a duplicate change.", + "best_pr_reason": "#45363 is the best representative of the cluster because it delivers a specific, testable fusion path rather than only defining a reusable API surface.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related topic, but different scope and code paths: #44979 adds a new module_fusion API, while #45363 adds KernelConfig-based n-to-1 fusion wiring and example usage. They could coexist and would not be merged into one PR." + "reason": "Different change sets and code paths: #44979 adds a new generic module_fusion API module, while #45363 implements KernelConfig-driven n-to-1 fusion across modeling/integration files. They are related by theme but not the same concrete fix/change, and would not plausibly merge into one duplicate PR." } ] }, @@ -18236,7 +18332,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18252,7 +18348,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "42984d5045851c308c84926db1947ce1d4f6fc9ef4844fe6246b045ea4cd1ac9", + "prepared_review_unit_hash": "816fce9d7b10c37555cfcb7cc453ebb23c1ed9f8083964fbfe1221f82897c0e7", "component_budget": { "node_count": 2, "item_count": 2, @@ -18274,18 +18370,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; one is a near-duplicate of the other, with 45317 adding tests and a fuller patch.", - "confidence": 0.99, + "summary": "Both PRs address the same concrete AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file. PR 45317 is the stronger canonical choice because it is the more complete follow-up, with a clearer title and added test coverage.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it makes the same code change as 45086 but also includes a test update, making it the more complete representative of the fix.", + "canonical_pr_reason": "PR 45317 is the best canonical PR: it fixes the same code path as 45086 but is more complete and specific, and it adds tests in addition to the source change.", "best_issue_reason": null, - "best_pr_reason": "45317 is the best PR candidate overall: it targets the same concrete bug, has the same implementation change, and adds tests to validate the fix.", + "best_pr_reason": "PR 45317 is the best overall PR candidate because it contains the same fix plus test coverage and a more explicit description of the failure mode.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same function and file; 45317 is effectively a superset of 45086 with added tests, so these can plausibly be merged into one PR." + "reason": "Same underlying bug and same file/function; the diff is effectively the same fix, with 45317 just adding tests and polish. These could plausibly be merged as one PR." } ] }, @@ -18299,7 +18395,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18315,7 +18411,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "cbb033a681c216b7034661734d76f064c18f0a51c38c0b294b6520b0de372591", + "prepared_review_unit_hash": "f8e9303440715e92d9b6727cefd5b03cd0e1c59228c54d78a90e8381b53a0b38", "component_budget": { "node_count": 2, "item_count": 2, @@ -18337,18 +18433,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share the NemotronH area, but they address different changes: one is a narrower refactor/conversion-mapping update, while the other introduces the NemotronH Dense/Sparse split plus docs/tests. They are related but not duplicates.", - "confidence": 0.86, + "summary": "Two open PRs both touch NemotronH internals, but they are not duplicates: #45115 is a narrow inheritance/conversion-mapping refactor, while #45569 is a broader model-splitting and documentation update for NemotronH dense/sparse variants. They overlap in files because #45569 builds on the same model family, not because they fix the same concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the more complete, user-facing NemotronH architecture update: it adds the Dense/Sparse model split, docs, auto-mappings, and tests. PR #45115 is a narrower refactor focused on inheritance/conversion mapping.", + "canonical_pr_reason": "#45569 is the better canonical PR because it is the more complete, user-facing change: it introduces the dense/sparse model split, updates auto-mapping, docs, and tests, whereas #45115 is a narrower internal refactor.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the larger functional change and appears closer to a mergeable end-state. PR #45115 is a partial supporting refactor and is draft.", + "best_pr_reason": "#45569 best represents the cluster\u2019s main direction and scope; #45115 is a smaller precursor refactor and not a substitute for the larger implementation change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch NemotronH files, but the concrete changes differ: #45115 is a refactor/conversion-mapping inheritance update, while #45569 implements the Dense/Sparse model split with docs and tests. They do not look like the same underlying change and would not plausibly be merged as one PR." + "reason": "Related NemotronH work, but not the same underlying change: #45115 only adds conversion/mapping and inheritance refactors, while #45569 creates separate NemotronH dense/sparse model packages, docs, and test updates. They could not plausibly be merged as one single PR without conflating distinct tasks." } ] }, @@ -18362,7 +18458,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18378,7 +18474,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "a67be7cf10ac517607ede5bdf664e8b27557dc9337f789830ecdcf1136c41865", + "prepared_review_unit_hash": "881c28c5a8bfd935ee44e153f427bc9fbc780b3d3433f653b74f335c9f64aee3", "component_budget": { "node_count": 2, "item_count": 2, @@ -18400,18 +18496,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are closely related but not duplicates: one introduces heterogeneous per-layer config plumbing, while the other adds the broader heterogeneous model/caching/masking support that builds on it.", - "confidence": 0.91, + "summary": "The two PRs are related heterogeneous-modeling work, but they are not the same change: PR 45333 adds per-layer config support, while PR 45332 adds broader model/cache integration that builds on it.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella change and appears to subsume the new config machinery while also adding the actual model-side support; PR 45333 is supporting infrastructure only.", + "canonical_pr_reason": "PR 45333 is the more foundational and self-contained change: it introduces the heterogeneous per-layer configuration API, whereas PR 45332 depends on that idea and extends into modeling/cache behavior.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best anchor for the cluster because it is the most complete user-facing implementation of heterogeneous-model support and already incorporates the config work it depends on.", + "best_pr_reason": "PR 45333 is the best representative of the cluster because it is narrower and establishes the core config mechanism; PR 45332 is a larger follow-on integration rather than a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same concrete change: 45333 adds per-layer configuration support, while 45332 adds heterogeneous modeling/cache integration that uses that infrastructure. They would not be merged as one duplicate PR." + "reason": "Related but distinct PRs: one adds heterogeneous config support, the other adds heterogeneous model/cache support. They share infrastructure but do not fix the same concrete code-path problem and would not be merged as one PR." } ] }, @@ -18425,7 +18521,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18441,12 +18537,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "72387263bc828242b9d1d1bae89f0255d4afa0f7a09121ee8c06407f7b0d42dd", + "prepared_review_unit_hash": "5e414bf499d7c8976be5178eb04d2e0ed361c956eaf8fc1b0a32eef8cf24c5b7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -18454,7 +18550,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -18463,18 +18559,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking sweep, while #45425 adds focused typing helpers/protocols and targeted fixes in a few core modules. They overlap in files touched by typing cleanup, but not in a single concrete bug or mergeable code-path fix.", - "confidence": 0.86, + "summary": "Both items are typing-focused PRs, but they address different scopes: #45415 is a broad type-checking sweep across many `src/transformers/*.py` files, while #45425 adds specific typing protocols/helpers around `_typing.py` and modeling utilities. They are related in theme, not the same change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#45425 is the more focused, concrete typing change set, centered on adding missing typing abstractions and small targeted code adjustments rather than a large cross-repo type-checking pass.", + "canonical_pr_reason": "PR #45425 is the more focused, concrete typing change; #45415 is a broad repo-wide type-checking cleanup rather than the same fix.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the best representative of the cluster because it is narrower and more specific; #45415 is a much broader type-checking sweep that is less suitable as a single canonical duplicate target.", + "best_pr_reason": "PR #45425 is the best representative because it has a narrow, specific code change and a clearer mergeable scope.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing-related files are not enough here: #45415 is a broad mass type-checking/config cleanup across many modules, while #45425 adds specific typing protocols and targeted fixes. They do not appear to fix the same underlying bug or change." + "reason": "Shared typing theme and some overlapping files are too broad; one is a type-checking sweep, the other adds typing protocols/helpers. They do not fix the same concrete problem and should not be merged as duplicates." } ] }, @@ -18488,7 +18584,70 @@ { "label": "pull_request", "component_index": 23, - "component_count": 26, + "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-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:45836" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45836" + ], + "prepared_review_unit_hash": "c5288973bf12fa988e7b1975a6f5e46f1f356126171e26e9b8c8b991f72b8f67", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4722, + "estimated_input_tokens": 1181, + "estimated_eval_tokens": 2618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4722, + "estimated_input_tokens": 1181, + "estimated_eval_tokens": 2618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one fixes a real model-parallel/device placement bug in AltCLIP/ChineseCLIP code, while the other only skips an invalid MiniCPM-V test. The soft similarity is superficial and should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the substantive code fix: it patches device placement in model-parallel forward paths across AltCLIP/ChineseCLIP-related model files, addressing an actual runtime bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best representative of the cluster because it changes production code to fix a concrete model-parallel issue; PR 45836 is only a test skip with no shared bug/change scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45836", + "accept": false, + "reason": "Different underlying problems and change types: 45487 fixes device handling in model code, while 45836 just disables a failing test for MiniCPM-V quantized cache compatibility. They could 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": 24, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18504,40 +18663,40 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "b0564ccfa3fcf8eda42529a218dbe62aa030206661bebad289b23e22044710a3", + "prepared_review_unit_hash": "475f21378b0a178cda8a5ead73b5c8a3abf3306b6d3bda77e6973e1c8dc1f698", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4504, - "estimated_input_tokens": 1126, - "estimated_eval_tokens": 2508 + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4504, - "estimated_input_tokens": 1126, - "estimated_eval_tokens": 2508 + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs concern expert parallelism, but they fix different loading bugs: PR #45548 preserves distributed_config/has_ep so EP + ZeRO-3 loading works through accelerate launch, while PR #45662 prevents expert tensors from being overwritten by rank-0 broadcast in the FSDP2 loading path.", - "confidence": 0.95, + "summary": "The two PRs are related to expert-parallel/distributed loading, but they fix different bugs and should not be merged as duplicates. 45548 is about preserving EP config during Accelerate + ZeRO-3 loading, while 45662 prevents expert parameters from being overwritten during FSDP2 shard wrapping.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No true canonical duplicate here; the PRs target different failure modes and different load paths, so neither should be treated as the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the stronger representative of the cluster because it targets a concrete loading bug in the param assignment path and has a broader, more direct fix for expert tensor handling.", + "best_pr_reason": "If a representative is needed, 45662 is the stronger one because it fixes a concrete parameter-loading overwrite in the core code path and has the broader, more explicit runtime impact.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related EP area, but not the same underlying bug or change. #45548 fixes serialization/state needed for EP + ZeRO-3 loading via accelerate launch; #45662 fixes a separate FSDP2 path where experts get overwritten unless parameters are post-shard wrapped. Different failure modes and code paths." + "reason": "Both concern EP/distributed loading, but 45548 fixes config serialization and EP detection for Accelerate+ZeRO-3, while 45662 fixes a separate FSDP2 rank-0 broadcast overwrite in parameter assignment. Different bugs, not one PR." } ] }, @@ -18550,8 +18709,8 @@ }, { "label": "pull_request", - "component_index": 24, - "component_count": 26, + "component_index": 25, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18567,7 +18726,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "fbc5a7445ea240576d20e44d15dd0447f46d4c41ad49d94a4d506fb51f8cbaa5", + "prepared_review_unit_hash": "9c56c8a14903d1e3eed4711f029d764178371753e5f5d552677ff8fd03a2aca5", "component_budget": { "node_count": 2, "item_count": 2, @@ -18589,18 +18748,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging collision, with 45639 being a narrower subset of the broader fix in 45645.", - "confidence": 0.88, + "summary": "Both PRs target the same xdist collision problem for captured_info debug artifacts; one is a narrow fix, the other adds the CI-side log aggregation needed to handle multiple per-worker files.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the broader, more complete fix for the captured_info xdist collision, covering both the worker-safe file generation and the CI/workflow handling needed to consume multiple outputs.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe file split in `testing_utils.py` and also updates CI/reporting to consume `captured_info*.txt`, making it the more complete implementation of the fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 best represents the underlying change because it directly fixes the collision and also preserves CI debug log collection across xdist workers; 45639 is a smaller subset of that same fix.", + "best_pr_reason": "PR 45645 is the strongest standalone PR: it addresses the underlying collision bug and the downstream log-preservation path, so it is the most complete and mergeable change set.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist collisions in captured_info artifacts/debug logging. 45639 changes the output-file creation, and 45645 extends the same fix with workflow/collection updates, so they are mergeable as one PR." + "reason": "Same underlying bug: unsafe shared `captured_info.txt` output under xdist. PR 45645 appears to extend the same fix with workflow changes to read multiple per-worker files, so they are closely related enough to cluster as one change." } ] }, @@ -18613,8 +18772,8 @@ }, { "label": "pull_request", - "component_index": 25, - "component_count": 26, + "component_index": 26, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18676,8 +18835,8 @@ }, { "label": "pull_request", - "component_index": 26, - "component_count": 26, + "component_index": 27, + "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 14d4a85fa0af83d86f4080eb356fd2c4708a4215..3b6dd9833e4ae590904d5f208d43de0ba903be67 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260508t000035z", + "analysis_id": "hybrid-model-20260508t060024z", "archived_artifacts": 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"canonical_pr_number": 43836, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "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-44001-3", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44001, + 44004 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44001-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates 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." + } + ], + "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/20260508T060024Z/analysis-runs/hybrid-model-20260508t060024z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260508T060024Z/analysis-runs/hybrid-model-20260508t060024z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..1ab873b5f8996120f8337599c84b546306cb89b1 --- /dev/null +++ b/snapshots/20260508T060024Z/analysis-runs/hybrid-model-20260508t060024z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,18903 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260508T060024Z", + "generated_at": "2026-05-08T06:10:54Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "3221956896f07db0db30c428630f03850b825467e08522311bf58de4198a6639", + "component_budget": { 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The only mild overlap is between the two model-loading issues, but the titles point to different underlying causes, so I would not merge them as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #16618 is the broadest and most central of the set, covering a generic model-loading failure, so it is the best single representative if a canonical issue is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most general and likely to attract/aggregate related reports about model loading, making it the best issue to keep as the cluster representative.", + "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; they do not look like the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One is specifically about unauthorized access to a private model, while the other is a generic load failure for a public model; 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only the DeepSpeed ZeRO-3 index-0-out-of-bounds reports around Bert/Gemma3 look like true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest and most central ZeRO-3 index-0-out-of-bounds report, and it links to the only true duplicate chain in this set (issue:41762 and issue:43638).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best representative issue for the only coherent duplicate subgroup here: the ZeRO-3 init/load failure with index 0 out of bounds / size 0.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 bugs: config attribute missing vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend problems: AMD GPU failure vs MPS histogram op error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bugs: image preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures; only broad MoE relevance overlaps." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failure modes; not the same code-path bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model-specific runtime errors." + }, + { + "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": "ONNX export bug vs FP8 config failure are different issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different paths: export error vs auto device-map CUDA assert." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup issues, but they cover different removed references." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError vs device_map auto device mismatch are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different failure signatures; one is ZeRO-3 index-out-of-bounds, the other is mask-shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same as above: ZeRO-3 index-out-of-bounds vs a different shape-mismatch error." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different problems: mask/index shape error vs TP not working on GPT-OSS MoE." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different runtime bugs with different code paths and symptoms." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor voice_preset bug is unrelated to ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed failures; collective mismatch is not the same as ZeRO-3 index-out-of-bounds." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds / size-0 failure during model load/init; only the model differs." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA save/load mismatch are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy call issue vs GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 model error vs LoRA merge/save inconsistency are different." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP checkpointing tensor-size mismatch is a different bug from the mask-shape IndexError." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete errors and code paths differ." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 loading failure is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch and custom trainer kwarg breakage are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific bugs: dtype mismatch vs invalid method call." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config/vLLM sliding_window issue is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch compatibility issue vs NVFP4 model runtime error." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT trainer embedding unpacking bug is unrelated to GPT-OSS TP failure." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different training/device bugs with no shared concrete failure." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they refer to different removed features." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model/runtime failures; dtype mismatch vs video StopIteration." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: autocast dtype mismatch vs MPS histogram implementation gap." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration and MPS histogram error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different failures despite both touching model execution." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch is unrelated to the import error." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is unrelated to mask-shape IndexError." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs, but they cover different deprecated fields/commands." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds / size-0 failure during model loading; only the model differs." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/runtime bugs: Gemma3 sliding-window config vs Qwen3 auto device-map assert." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to the template compilation error." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint and model-loading implementation bug are not the same underlying issue." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure for GLM-4.7 differs from Ovis2 checkpoint corruption." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they involve different models and error contexts." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape mismatch and ZeRO-3 index-out-of-bounds are different failures." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch incompatibility and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 model-load failure is unrelated to the torch 2.4.1/transformers 5.8.0 incompatibility." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5/chat-related, but one is a chat crash and the other is a streaming API failure." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure and pydantic PretrainedConfig issue are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern and Gemma4 device-map mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different multimodal model failures: processor bug vs device-map mismatch." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error is unrelated to the image preprocessor dtype mismatch." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different runtime bugs: grouped_mm tracing vs autocast dtype mismatch." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and symptoms; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy issue and video StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime errors with no shared concrete code path." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific failures: dtype mismatch vs NVFP4 runtime error." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat failure and MPS histogram issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy bug is unrelated to the Qwen3.5 SFT trainer issue." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend bugs." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing and MPS histogram error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different bugs and code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet, and the soft-edge verdicts stay conservative overall. The accepted ZeRO-3 pairs are supported by closely matching index-0-out-of-bounds / size-0 load/init failures, while the other rejections avoid overstating similarity despite some broad topical overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 2, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45800" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:45020|issue:45800", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:44918|issue:45685", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:39186|issue:44918", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "c859688ab53f908d17f6330d44859139e0d9151a23fd41f1f1dc159eb582b805", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37472, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one strong duplicate cluster stands out: the Transformers v5 non-persistent-buffer corruption reports. The rest of the items appear to be separate model- or API-specific bugs.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43950 is the clearest statement of the shared v5 regression: it names the non-persistent-buffer corruption directly and describes the affected load path (`from_pretrained`).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative of the duplicate cluster because it is the most explicit about the root problem and is broad enough to cover the near-identical follow-ups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL loading in vLLM vs GGUF support for gpt-oss." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both involve configs, but one is a missing StableLm field and the other is a broader pydantic/PretrainedConfig regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Unrelated symptoms: int4 quantization memory/OOM vs tied-weights behavior in translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths: torch dynamo grouped_mm tracing vs GPT-OSS tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different failures and models: autocast dtype mismatch vs streaming chat/completions inference error." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` argument handling is unrelated to the pydantic `PretrainedConfig` field regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "One is remote-code model breakage; the other is a torch/transformers version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss architecture support is unrelated to Qwen3.5 streaming failures." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is not the same as the config/pydantic regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Tracing grouped_mm errors and missing Float8 storage are distinct runtime failures." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch in indexing is unrelated to the zero3/BertModel empty-index crash." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a quality/embedding complaint and the other is a pipeline/AutoModel correctness bug; not clearly the same defect." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Undefined tf backend from tensorboard-only install is unrelated to torch/transformers incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different models and issues: image-preprocessor dtype mismatch vs Qwen3.5 embedding unpacking with TRL." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL embedding unpacking failure is unrelated to the MPS `histogram_mps` integer error." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom/loading paths, but one is a trust_remote_code cache-key collision and the other is wrong module loading after save_pretrained; not clearly the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both touch weight tying, but the affected models and failure modes are too different to treat as one duplicate." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook/custom-model initialization behavior is unrelated to the flash-attn2 fallback gating problem." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are unrelated model-specific reports." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is not the same as the tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion is unrelated to docs still mentioning a removed command." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3MoE FP8 failure and flash-attn2 fallback checks are separate issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied weights in translation models." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is not the same as tied-weights handling." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to docs referencing a removed run command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization in v5 and an `_is_hf_initialized` init-empty-weights TypeError are separate bugs." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are being mishandled/corrupted during loading." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both report the same non-persistent-buffer corruption regression in Transformers 5.x." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Init-empty-weights TypeError is unrelated to GraniteMoEHybrid invalid method calls." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors and SigLIP2 embedding quality complaints are related by model name only, not clearly the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failure modes and models: dtype mismatch under autocast vs RLHF NaN/explosion from 3D position_ids." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint is unrelated to generic loading noise." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The identified duplicate cluster around the Transformers v5 non-persistent-buffer regression is supported by the issue titles and the accepted soft-edge pairs are conservative. The rejected pairs also look appropriately cautious; I don\u2019t see evidence of overstating duplicates or conflating distinct bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 3, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43638", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:41553|issue:43883", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43881", + "issue:43054|issue:45701", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:43054|issue:43493", + "issue:43975|issue:45237", + "issue:43881|issue:43883", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43975|issue:44451", + "issue:45020|issue:45823", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43792|issue:44220", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43257|issue:43866" + ], + "prepared_review_unit_hash": "f88c45918275d9ae063409141bc79fd0ee3fbb31f6ce1b1d818cf41a9b21c6a5", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38121, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers issues. Two soft duplicates stand out: the SigLIP2 quality/regression reports and the Whisper/fbank loading/runtime reports. Everything else looks like separate bugs or broader adjacent regressions rather than the same underlying change.", + "confidence": 0.79, + "canonical_issue_reason": "No single issue cleanly covers the whole cluster; if forced to anchor the set, issue 45020 is the broadest cross-model compatibility regression and best hub-like representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most general and cross-cutting loading/regression report in the set, so it is the most suitable representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failure modes: trainer API kwarg mismatch vs ZeRO-3 index error during model loading." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import error for AutoImageProcessor is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Voxtral tokenizer error message and Molmo tied-weights attribute error are different code paths." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/storage-related errors, but they involve different dtype/back-end incompatibilities." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": true, + "reason": "Both are SigLIP2 output-quality regressions and likely the same underlying implementation mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different load-time failures; no shared concrete bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and general tokenization changes are not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient-checkpointing behavior is unrelated to int4 CUDA memory growth." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure; too broad to merge." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code field loss is one manifestation at most, but 45020 is a broader compatibility report, not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and flash-attn import utility error are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is a quality complaint and the other is a direct HF-vs-JAX discrepancy report." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer regression and AMD GPU runtime failure are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Model load failure vs missing all_tied_weights_keys attribute are different issues." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading, but they are separate model-specific problems." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "PEFT gradient checkpointing and Qwen3 MoE memory usage are not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3 variants, but one is a cross-version LoRA incompatibility and the other is a tied-embeddings warning." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and different ZeRO/FP8 loading failures." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram limitation is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/model-loading regressions with no shared concrete path." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code breakage is not the same as a Gemma4 forward device mismatch." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a model class and bitsandbytes int8 parameter construction are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure and flash-attn fallback gating are different subsystems." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like template generation failure is not the same as generic remote_code breakage." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to Gemma4 device placement." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are version regressions, but one is broad remote_code breakage and the other is a specific tokenizer/regex regression." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only error and a GLM5 issue are different model-specific problems." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "These are the same documentation theme, but not the same underlying code bug; both are docs references to removed pipelines." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights and non-persistent buffer corruption are different implementation bugs." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the Whisper audio feature-extraction path; the generic run failure and the _torch_extract_fbank_features() issue look like the same underlying bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM load failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE + FP8/DeepSpeed loading failure is not the same as broad remote_code regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3 Bert training index error and Gemma4 forward device mismatch are different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and an Ovis2 checkpoint corruption report are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and the summary stays conservative. The two accepted soft pairs are both plausible from the titles alone, and the rejected pairs generally avoid over-connecting unrelated failure modes. No mergeability issues apply since these are issue pairs, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 4, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45161", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45538", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:45161|issue:45823", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:42915|issue:43872", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:41553|issue:44488", + "issue:43872|issue:45538", + "issue:44530|issue:44863", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43950|issue:45834", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43632|issue:45834", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44155|issue:45584" + ], + "prepared_review_unit_hash": "9fe2f5e89861fd1570e134132cda3b36ae07695d30e6c8c7ae272ed4ed4e5436", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37423, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers regressions and model-specific bugs, with a few true duplicate pairs around custom-model initialization, `_is_hf_initialized` handling, SigLIP2 inference output corruption, and a repeated mask/tensor shape mismatch. The rest look like separate issues, not safe duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the cleanest, broadest representative of the custom-model initialization regression; issue:43645 reads like the same bug with an added Jupyter-specific context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single representative for the closest duplicate subgroup and has the most general title among the custom-model-init reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 weight-loading problems, but they describe different concrete failures and different Qwen3 variants; too broad to merge." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` kwarg regression during model loading; 43872 is a bitsandbytes symptom, 44291 is the generic init_empty_weights manifestation." + }, + { + "left": "issue:45161", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different code paths: tensor-parallel loading vs device_map-forward mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but for different models and likely different tokenizer/config bugs." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are load failures, but on unrelated model architectures with no clear shared bug path." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config vs `_is_hf_initialized`/bitsandbytes kwarg handling." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different domains and symptoms: RLHF/3D position_ids versus flash-attention sink-less crash." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is missing weight conversion and the other is gradient averaging; not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Both are TypeError/IndexError reports, but they hit different APIs and failure mechanisms." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Same broad area of model loading, but different models and different reported errors." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated bugs: bitsandbytes init kwarg error vs CLIPTokenizer max-length behavior." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failures: Qwen3.5 cache/group-type crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/tensor shape-mismatch IndexError pattern; the later issue appears to be the same underlying bug reported with generalized placeholders." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related regressions, but they affect different model families and likely different preprocessing paths." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different subsystems: DeepSpeed training weight shape error vs image processor void-segmentation handling." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different bugs: GGUF architecture support vs autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both mention Gemma4, but one is an FSDP2 shared_kv_states bug and the other is a device_map device mismatch." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs long-OCR index error in Kosmos2.5." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both touch Qwen3/GPT-OSS-adjacent model support, but the concrete problems are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model families and different failures: torch.compile/SDPA crash vs Flash Attention position_ids misinterpretation." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression in Transformers 5.0; 43645 just adds a notebook-specific scenario." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated issues: GGUF support for gpt-oss vs missing Float8 storage type." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Different bugs: buffer loading regression vs Qwen2.5-VL rope-index scaling on still images." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5/video or embeddings, but the symptoms and failure paths differ." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to gpt-oss GGUF support." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes: missing Qwen2.5-VL import vs meta-device loading regressions." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs in different areas: FP8/Qwen3Moe vs meta-device loading." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 loading failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping failure and Gemma4 device mismatch are separate bugs." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base model regression: one report says zero probabilities, the other says nonsensical outputs; likely the same broken inference behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The accepted duplicate pairs are supported by close titles/symptoms, and the rejections generally avoid forcing merges across clearly different model paths or failure modes. The summary matches the packet without overclaiming." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 5, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43454", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45812" + ], + "soft_pairs": [ + "issue:44877|issue:45030", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:43317|issue:44756", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:45313|issue:45357", + "issue:45488|issue:45812", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:43854|issue:43931", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:39692|issue:43994", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:43404|issue:43454" + ], + "prepared_review_unit_hash": "d6b8d5868a3fb0dbb0b2c858fcf67924f6143fc5331ff52ff4e1cf378fd441d8", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36416, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated transformer regressions, but there are a few clear duplicate mini-groups: non-persistent buffer junk in v5, BERT model loading failures, and resize_token_embeddings not propagating to output/token embeddings.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45276 is the best anchor for the resize_token_embeddings regression: it gives the clearest, broadest description of the shared failure mode, while 45335 is a narrower model-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the strongest single issue to keep overall because it is the most general and actionable report among the related resize_token_embeddings cases.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation load failures, but they involve different models and different validation paths." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete bugs: Qwen3-VL video StopIteration vs a mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "One is a DeepSpeed zero3/BertModel indexing failure; the other is an add-new-model-like tokenizer-mapping issue." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Offload/dequantized-model loading and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different symptoms and code paths: zero3/BertModel init vs tokenizer-mapping registration." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping registration and mask-shape mismatch are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but the bugs differ: zero probabilities vs docs example/model-processor mismatch and quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same v5 regression where non-persistent buffers are filled with junk." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 failures: zero3 language_model loading vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and different underlying mechanisms." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different flash-attention/generation failures." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same loading regression for specific BERT checkpoints in the current version." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model families and different failure modes; not the same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different load errors (unit-test loading vs weight-shape mismatch)." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is an auto device-map cuda assert and the other is a FineGrainedFP8Config failure." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility and resize_token_embeddings are unrelated bugs." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic and SGD optimizer args are separate issues." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and GLM-4.7-Flash test loading are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention quantization/offloading, but one is a Qwen3 MoE memory issue and the other is a generic offloading bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Related SigLIP2 area, but different bugs: documentation example errors vs nonsensical model outputs." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: FineGrainedFP8Config failure vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model/version compatibility issue vs a separate weight-shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training efficiency and the other is int4 OOM from reserved CUDA memory." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are different regressions." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different root causes and model assumptions." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor serve crash are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they affect different models and likely different code paths." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same resize_token_embeddings regression where the updated embeddings are not propagated to model-specific submodules." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA qwen3_moe compatibility and output_embeddings resize behavior are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper pipeline return_language are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying problems, but they affect different model classes and are not clearly the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted pairs are well supported by the issue titles, and the rejections generally avoid overclaiming when model family or symptom differs. The resize_token_embeddings anchor choice is also reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 6, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:43335|issue:45663", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:43854|issue:45216", + "issue:44387|issue:44756", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:41720|issue:44155", + "issue:45588|issue:45663", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:43854|issue:44960", + "issue:43957|issue:44756", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44479|issue:45663", + "issue:44683|issue:45823", + "issue:43906|issue:44530", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43931|issue:44863" + ], + "prepared_review_unit_hash": "9aa4f6bbaba2523ca725c091f6a0d7a332e92e565f673f9f0deb88df78e747ab", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39074, + "estimated_input_tokens": 9769, + "estimated_eval_tokens": 19794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated issue reports, with one clear duplicate family around `resize_token_embeddings` not propagating to model embeddings. The two accepted soft edges are the general/generalized resize issue pair and the T5Gemma-specific variant.", + "confidence": 0.88, + "canonical_issue_reason": "Use issue 45292 as the canonical issue: it states the core regression most generally (`resize_token_embeddings` not affecting `output_embeddings`), while 45276 and 45335 are model-specific manifestations of the same embedding-resize bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best representative because it is the broadest statement of the underlying bug and can subsume the more specific Gemma4 and T5Gemma reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading failures, but one is about `extra_state` handling and the other about `init_empty_weights` / `_is_hf_initialized`; different code paths." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both involve BERT-style model loading, but the reported failures differ: tokenizer vocab mismatch vs inability to load a specific model." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is torch version incompatibility; the other is a `meta`-device loading regression affecting some models. Too broad and different." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely unrelated models and failures: SigLIP2 docs errors vs GLM5 issue." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different subsystems and symptoms: SwitchTransformers sparse-layer construction vs Gemma4 FSDP2 `shared_kv_states` rebuild bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Both mention training behavior, but one is gradient checkpointing with LoRA and the other is a T5 RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state bug vs Qwen multimodal `text_config` unwrapping; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/OOM related, but one is offloading failure and the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Gemma4 device-mapping mismatch are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and distinct save/load regressions; no clear shared underlying bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is quantization memory growth and the other is mmap on Strix Halo." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` loading error is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization-related, but one is an NVFP4 runtime error and the other is an MXFP4 load falling back to bf16." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is ineffective with PEFT LoRA and the other is a separate eval-mode restriction." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-model save/load flows, but one is file permissions and the other is loading the wrong custom module." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize-embedding regression; 45276 is a Gemma4-specific manifestation of the broader `output_embeddings` failure in 45292." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the RLHF NaN/SDPA fallback issue." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Different loading/storage vs mmap/OOM problems with no shared code-path evidence." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto device mapping crash vs AudioFlamingo3 track-leak bug." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is a different code path from Gemma4 FSDP2 attention state rebuilding." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen variants vs strict Granite Speech config loading; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks vs Trainer checkpoint-resume math; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and failures; no duplicate evidence." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`meta`-device loading regression and Strix Halo mmap OOM are distinct issues." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize-token-embeddings bug; 45335 is the T5Gemma-specific variant where `decoder.embed_tokens` is not updated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading reports, but one is a vocab-size mismatch and the other is a specific model load failure." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to `meta`-device loading failures." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model notebook initialization regression is separate from `extra_state` save/from_pretrained handling." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different checkpoint-loading failures." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility and autocast dtype mismatch are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Qwen video-input regression vs Gemma4 FSDP2 attention bug are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "`43906` is only an isolated reproduction reference; there is no clear evidence it is the same concrete bug as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and tokenization changes are too broad and not clearly the same failure." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 custom-model regressions, but one is `base_model_prefix` loading and the other is Jupyter-defined model initialization." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility vs Gemma4 PLE device mismatch; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Different checkpoint/model-loading failures for unrelated model families." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted soft edges are well-supported by the issue titles: 45276 is a Gemma4-specific resize-token-embeddings variant of 45292, and 45335 is the T5Gemma-specific variant. The rejected pairs generally do not overclaim shared causality beyond broad symptom similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 7, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42947", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44811", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759" + ], + "soft_pairs": [ + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:44479|issue:44805", + "issue:43856|issue:44756", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:40990|issue:42947", + "issue:39404|issue:44671", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43611|issue:43644", + "issue:43883|issue:44488", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44811|issue:45584" + ], + "prepared_review_unit_hash": "5fdf39ef050e5fa9acc7a2b9c8ac5c531be76b0eaf11ab39c0248e72c1dad59e", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37331, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by Transformers v5 loading/regression reports across many models and tokenizers, with a few unrelated audio/training outliers. One audio feature-extraction pair looks like a likely duplicate; the rest are too different to merge.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43611 is the most central, broadly phrased report about a core v5 model-loading regression (`base_model_prefix`), which best matches the cluster\u2019s repeated loading-failure theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 best represents the cluster because it is the most general and reusable root-cause-style issue among many version-5 loading regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: a Qwen3.5 PagedAttentionCache crash versus a template-node compilation TypeError; no clear shared code path." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Unrelated topics: torch version compatibility versus a multimodal dtype mismatch in Mistral-3." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are documentation issues, but they concern different API/docs surfaces and do not indicate the same underlying bug." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language-return regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems and symptoms: torch.export with torch_compilable_check versus Perceiver image classification with interpolate_pos_encoding." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but the model variants and failure modes differ; not enough evidence of one concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape/multimodal regressions, but they affect different code paths and model families." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are distinct performance/memory problems." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 compatibility and Qwen3.5 embedding unpacking with TRL are different issues." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template compilation error are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model/dataset pair and ineffective gradient checkpointing with LoRA are different training behaviors." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language regression and CamemBERT masked-LM prediction regression are separate model-specific bugs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A bad AutoModel/pipeline result for SigLIP2 is not the same as incorrect ModelOutput key assignment." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and from_config text_config unwrapping are different serialization/loading issues." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict and gguf_file loading breakage are different loader failures." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel index error is unrelated to compiled flex_attention failing on newer torch." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model-mapping registration failure and compiled flex_attention compatibility are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer loading regressions, but they involve different models and different root causes." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization extra_state handling and video-input regression are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert and patching Mistral regex are unrelated tokenizer issues." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "These touch different areas: tokenizer/model mapping versus attention compilation." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime post-processor update behavior are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` regression are different initialization issues." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffer initialization; distinct bugs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Attribute missing on Molmo and a tokenizer loading failure for another model are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio/fbank feature-extraction path; the second looks like the same `_torch_extract_fbank_features()` regression described from a different angle." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and template compilation failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer/model-loading failures for different models; not the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from `trust_remote_code` config and Qwen3.5 PagedAttentionCache crash are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failure are different training issues." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode special-token handling and the other is empty-generation behavior after align_special_tokens; not clearly the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most items are indeed Transformers v5 loading/regression reports, with a smaller set of audio/training/docs outliers. The one accepted soft-edge pair (44206/44220) is a cautious, evidence-based duplicate call, and the remaining false verdicts are conservative rather than overreaching. No obvious overstatement or mergeability issue stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 8, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:36032", + "issue:41553", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507" + ], + "soft_pairs": [ + "issue:43644|issue:43646", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:36032|issue:42915", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:43883|issue:44991", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:44987|issue:44991", + "issue:43994|issue:44610", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:45216|issue:45357", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:41553|issue:43582", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:43611|issue:44534" + ], + "prepared_review_unit_hash": "99c01ebfbb1a2a63318699590141504d8676e8304cefda0615889706eae0e08f", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38467, + "estimated_input_tokens": 9617, + "estimated_eval_tokens": 19490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers v5 regression issues, mostly around model loading/initialization, tokenizer loading, and a few unrelated model-specific bugs. I did not find any soft pair that confidently represents the same concrete underlying bug/change, so I rejected all candidate merges.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43646 is the broadest, most generic v5 regression in the set and best fits an umbrella role for the model-initialization/loading breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most representative issue because it describes the widest-impact failure mode without being tied to a single model or narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions around initialization/serialization, but they describe different concrete symptoms and likely different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer/model-loading failures, but for different models and likely different root causes; too broad to merge." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to a template compilation TypeError." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated subsystems and failure modes." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF/loading, but one is a filename/argument path issue and the other is a transformers v5-specific Qwen2.5-GGUF regression." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both involve Qwen3.x models, but one is FP8 config loading and the other is paged attention cache group-type handling." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model device_map offload failure is a different path from GGUF tokenizer/model loading." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and est-roberta tokenizer loading failure are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is output_hidden_states behavior and the other is RoPE temporal position scaling; different bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "These are both tied-weights issues, but one is missing weight tying in Mistral3 and the other is device-dependent serialization of lm_head.weight." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer method conflict and custom model initialization in Jupyter are not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation error is not the same as GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default and MIMI padding-mask batching mismatch are different audio bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer corruption; too different to merge." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different models and symptoms, both just generic loading failures." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 bad outputs and OmDet-Turbo processor size mismatch are unrelated vision bugs." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segmentation fault and Qwen3OmniMoe video ValueError are separate multimodal failures." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise on transformer loading is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and DAC STE mismatch are different audio-model correctness bugs." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config loading failure and template-node compilation failure have no concrete overlap." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init breakage and non-persistent buffer junk are related only at a high level, not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained regressions, but one is a general incorrect checkpoint and the other specifically wrong visual encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure for ScandiBERT and Mistral regex patch crash are different code paths." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check is unrelated to a processor resolution mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model families and different failure types; no shared underlying bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Fbank feature extraction issue and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Missing tie on Mistral3 lm_head and LoRA merge collapse with extended vocab are both weight-tying themed but not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window bug are separate model-specific issues." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict and a model loading failure for physical-intelligence/fast are different tokenizer/model bugs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and init_empty_weights unexpected _is_hf_initialized argument are distinct v5 regressions." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer conflict and MobileLLM-125M key error are unrelated loading failures." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and missing Float8 storage type are different lower-level issues." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base_model_prefix loading regression and non-persistent buffer junk are both v5 regressions but not the same concrete failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 9, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:44479|issue:45325", + "issue:40990|issue:44811", + "issue:42175|issue:45542", + "issue:43425|issue:44403", + "issue:44462|issue:45812", + "issue:43818|issue:45357", + "issue:44079|issue:45663", + "issue:43421|issue:44568", + "issue:36032|issue:41720", + "issue:43792|issue:44589", + "issue:43632|issue:44534", + "issue:44403|issue:44991", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:43482|issue:43525", + "issue:40444|issue:45325", + "issue:44291|issue:44589", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:43531|issue:44291", + "issue:43632|issue:45072", + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:44079|issue:44534" + ], + "prepared_review_unit_hash": "757a075b3b95996af1a666cdb33ab9907d4eb5b5bb9dfad976e94aed961e33ac", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37032, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of superficially similar but distinct issues. The only clear duplicate-like pair is the Transformers v5 model-loading/init regression pair; the rest are different bugs that just share model families or broad subsystems.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43611 is the clearest, most concrete representative of the shared Transformers v5 model-loading regression; it captures the core breakage in loading models with `base_model_prefix` and aligns with the nearby custom-init report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best overall issue representative because it is specific, actionable, and likely closest to the root code-path regression among the matched items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention Qwen/device or memory problems, but one is dequantized model offload loading and the other is MoE training memory usage; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Same Qwen VL family and version, but one is a broad video-input regression while the other is a specific still-image temporal-position scaling bug; too much ambiguity to merge as one issue." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely different models and failure modes: perplexity regression vs Whisper `batch_decode` special-token handling." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow/backend packaging, but one is missing TF in the torch extra and the other is an undefined backend error when only tensorboard is installed; related area, different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility vs noisy transformer loading are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenizer loading, but one is ignoring `tokenizer.json` and the other is wrong Granite token IDs; not enough evidence of the same root cause." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and subsystems: Video-LLaVA tower/temporal attention vs Qwen3.5 save_pretrained visual-encoder keys." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 `shared_kv_states` KeyError are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is a specific tokenizer not adding BOS/EOS with `add_special_tokens=True`; not clearly the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer API conflict and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper run failure and missing Float8 storage type are different issues." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "One is `_is_hf_initialized` handling and the other is non-persistent buffer junk; both are v5 regressions but not the same code path." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "General loading noise vs tokenizer loading failure for a specific model are not the same underlying bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Degenerate training with flash attention is unrelated to zero-loss single-label classification behavior." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer `model_max_length` are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch flex_attention compilation failure and remote_code breakage are different regressions." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL training issues, but one is multi-GPU training and the other is iterable-dataset multi-image prompting; not the same bug." + }, + { + "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:40444", + "right": "issue:45325", + "accept": false, + "reason": "Training with multi-image iterable datasets vs temporal position-id scaling in Qwen2.5-VL are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` arg in `init_empty_weights` is not the same as missing Float8 storage support." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Batched-vs-single padding-mask issue in MIMI and Gemma3 NaNs from sliding-window/all-padding behavior are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export` support via `torch_compilable_check` and bfloat16 dtype mismatches are different issues." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue and PaddleOCR-VL loading in vLLM are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": true, + "reason": "Both report Transformers v5 model-loading/init regressions with the same underlying initialization path; one is the `base_model_prefix` failure and the other is the broader custom-model initialization breakage." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window issue and `init_empty_weights` `_is_hf_initialized` error are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Initialization flag handling and bfloat16 inference dtype mismatches are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both touch `lm_head.weight`/tied weights, but one is a tying bug causing garbage generation and the other is inconsistent serialization by device; not clearly the same fix." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 AutoModel/pipeline nonsense and Perceiver non-default-resolution failure are different vision-model issues." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded summary overall, and the one accepted pair (issue:43611 / issue:43646) is conservative given both are Transformers v5 model-loading/init regressions. The other pairwise rejections also stay within the evidence in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 10, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:42915|issue:43482", + "issue:43792|issue:43957", + "issue:44079|issue:45072", + "issue:40444|issue:45381", + "issue:43881|issue:44488", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:45325|issue:45834", + "issue:44291|issue:44877", + "issue:43317|issue:43873", + "issue:43606|issue:44265", + "issue:43701|issue:45325", + "issue:43526|issue:43883", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43262|issue:43746", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43881|issue:44991", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:40990|issue:45584", + "issue:43572|issue:45759", + "issue:39692|issue:40444", + "issue:44466|issue:45357", + "issue:43296|issue:44991", + "issue:43454|issue:43720" + ], + "prepared_review_unit_hash": "4f2921967117af8a5e4cbe98e2dae3df37c2f329985ff862a875f754f1ec71e8", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37357, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs are only loosely related by broad themes like loading, offloading, or Qwen multimodal regressions, but they do not describe the same concrete bug. No soft edge is strong enough to merge.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed issue here, centered on offloading/quantization behavior, so it is the best umbrella representative even though the set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable issue to anchor this cluster because it is generic, active, and closest to the recurring device/offload/quantization failures; however, it should not be treated as covering the unrelated items in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and different failure modes: FineGrainedFP8 loading vs GGUF/v5 loading." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading breakage are unrelated code paths." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key bookkeeping is unrelated to bf16 dtype mismatches in inference." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image finetuning failure and Qwen video position-id regression are different bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Model load failure for glm-4v-9b vs tokenizer load failure for a different model." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video-input behavior; too different to merge confidently." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization junk and ModelOutput key assignment are separate issues." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Generic int4 reserved-memory OOM and Sam3Video OOM are different failures on different paths." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to torch 2.4.1 and transformers 5.8.0 incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 device mismatch are distinct model-specific bugs." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR index error are different model paths." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights argument mismatch is unrelated to strict granite_speech config loading." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both are offload/quantization-adjacent, but one is a specific dequantized load failure and the other is a broader report; not the same concrete bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export with torch_compilable_check are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index handling." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute errors are separate bugs." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash and torch.export failures are different subsystems." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and PEFT checkpoint loading are different issues." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device-map assert and Gemma4 forward device mismatch are not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying and torch.compile SDPA failures are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask batching bug in MIMI encoder and OmDet-Turbo size mismatch are different problems." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Two load failures, but for different models and different failure points." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied-weights serialization and BitNet packed-weight loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 11, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43792|issue:44683", + "issue:43873|issue:45701", + "issue:41720|issue:44977", + "issue:45632|issue:45684", + "issue:44008|issue:45823", + "issue:43404|issue:45357", + "issue:44423|issue:45406", + "issue:34634|issue:35707", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:35707|issue:41720", + "issue:43873|issue:44756", + "issue:43749|issue:44534", + "issue:44877|issue:44991", + "issue:42617|issue:42915", + "issue:43550|issue:43720", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:43526|issue:43881", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:44479|issue:44918", + "issue:43316|issue:44913", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:45081|issue:45812", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:43295|issue:45701" + ], + "prepared_review_unit_hash": "07b2f7a21e9f29dabeadcfc7cf009b8e5a5ecbb942b9c7a691803f8376fc23f9", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37045, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: many unrelated model-specific bugs were grouped by broad similarity around loading, serving, tokenizer, offloading, and quantization. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43873 is the broadest and most central thread in the set, with multiple references and discussion around offloading/quantization behavior; it best fits the cluster\u2019s weak common theme even though the cluster is largely heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative issue because it is active, broadly scoped, and aligns with the most general repeated theme in the cluster (offloading/quantization/memory behavior).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and compiled flex_attention on torch>=2.9 are unrelated problems in different code paths." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization differences are distinct bug classes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen models, but one is a device-map assert and the other is flash-attention generation behavior; different failures." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for local models and read-only permissions during save_pretrained are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch are different model bugs." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 visual-encoder save_pretrained keys are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit serve with multimodal models, but the crashes stem from different processor/tokenizer failures." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and inputs_embeds/past_key_values generation are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/padding and dtype mismatches in inference are different subsystems and failures." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype loading and Trainer resume max_steps calculation are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map asserts." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both touch offloading/memory, but one is quantization offload behavior and the other is mmap on a specific platform; not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different implementation issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading regression for est-roberta are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 config failure are separate model/runtime issues." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and packed-weight unpacking in BitNet are different code paths." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug and tokenization changes are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature breakage and FineGrainedFP8Config model failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure do not share the same underlying cause." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern vision inputs, but one is processor output size mismatch and the other is interpolation/loading on Perceiver; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo processor image-size mismatch are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA reserved-memory/OOM regression and apex RMSNorm memory leak are different memory problems." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API signature change and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in Qwen VL models and SFT trainer unpacking of Qwen3.5 embeddings are separate issues." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload regression are unrelated config bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba SDPA compile failure and Bark CPU offload device mismatch are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and dequantized model load with device_map=auto are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Granite token ID regression are different tokenizer bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map assert and Llava Next segmentation fault are distinct loading failures." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and version-dependent tokenization changes are not the same underlying issue." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and tokenization changes across versions are related only broadly; the concrete failures differ." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 12, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:43421|issue:45812", + "issue:41720|issue:42617", + "issue:36010|issue:42617", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43606|issue:43720", + "issue:44779|issue:45812", + "issue:43388|issue:45059", + "issue:42915|issue:43322", + "issue:43550|issue:43653", + "issue:44514|issue:44545", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:43873|issue:45704", + "issue:44451|issue:44991", + "issue:44898|issue:45072", + "issue:41720|issue:43746", + "issue:44062|issue:44451", + "issue:44987|issue:45042" + ], + "prepared_review_unit_hash": "f25f3fbab6f0df7ec27d7b15d003fe45fb00bfe812ff5d2c15528e6730611c9c", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36356, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with one clear duplicate pair: the two Qwen2_5_VLProcessor.apply_chat_template crashes on batched input with padding=False. Most other soft matches are only subsystem-level similarity, not the same bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44514 is the best issue canonical for the only true duplicate pair: it predates the near-identical follow-up, has the fuller report, and centers the same Qwen2_5_VLProcessor batched-input/padding=False crash.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest cluster representative because it is the clearest duplicate target among the issues here; the rest of the items are unrelated regression reports rather than one shared defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are model-parallel/distributed failures, but they involve different models, different setups, and different failure modes." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Unrelated bugs: Qwen3-MoE sliding_window behavior vs a StableLmConfig pad_token_idx regression." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different code paths and symptoms: CamemBERT masked-LM predictions vs Qwen3.5 recurrent cache state resetting." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer-related, but one is runtime post-processor updates and the other is a Granite token-id regression; not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different domains: GPU device-mapping failure vs inability to run a 3D parallel script." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to the 3d_parallel.py runtime issue." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both touch tokenizers, but they are different tokenizer implementations with different task failures." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Multimodal video processing failure vs from_pretrained weight_only loading error; not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Processor attribute crash in serve vs streaming inference API failure are different code paths." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "One is a runtime special-token/post-processor sync bug; the other is a broader tokenization regression across versions." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload behavior, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different failure symptoms." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Gather-for-metrics label truncation is unrelated to SAM3 text/bbox weird behavior." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different problems: FineGrainedFP8Config failure vs segmentation fault on Llava Next loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; titles and failure description match closely." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and BigBirdTokenizer decode behavior are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing and save/load losing custom token IDs are distinct tokenizer/config bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning and incorrect visual encoder key saving are different regression classes." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior does not match a T5 RMSNorm memory leak." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size handling and dtype mismatch in inference are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different model families and different failure modes: auto device mapping vs PEFT local checkpoint loading." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument conflict is too specific to equate with a broad ScandiBERT load failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-loading regression and a PIL image-processor dependency regression are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the only accepted soft pair is the near-identical Qwen2_5_VLProcessor batched-input/padding=False crash, and the rest of the verdicts correctly avoid merging merely similar subsystem-level reports. Canonical issue choice and rationale are also supported by the titles, dates, and body sizes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 13, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:30064", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44756", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45834" + ], + "soft_pairs": [ + "issue:45588|issue:45759", + "issue:43421|issue:43653", + "issue:33666|issue:35707", + "issue:43531|issue:44589", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:44918|issue:44936", + "issue:43525|issue:43531", + "issue:44625|issue:45479", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:43994|issue:44671", + "issue:34634|issue:41720", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:42915|issue:45759", + "issue:43596|issue:44220", + "issue:45704|issue:45834", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:45183|issue:45479", + "issue:43720|issue:43819", + "issue:44220|issue:44661", + "issue:44077|issue:44625", + "issue:43335|issue:43756", + "issue:30064|issue:36010", + "issue:43653|issue:43720", + "issue:44756|issue:45759" + ], + "prepared_review_unit_hash": "b5ea15c7a87b1e9fee8c58f179fbe1709f82cd0392b4ff002bf3a0558000fafc", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36798, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and does not form one duplicate cluster. The only plausible duplicate subgroup is the HF_HUB_OFFLINE tokenizer-loading problem; everything else looks unrelated by model, subsystem, or failure mode.", + "confidence": 0.78, + "canonical_issue_reason": "No single issue cleanly represents the whole set. If forced to pick the closest anchor for the only near-duplicate subgroup, issue 44843 is best because it states the concrete root cause behind the offline tokenizer failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 44843 is the most actionable representative of the only coherent subgroup: it names the specific code path (\u0000_patch_mistral_regex\u0000 calling \u0000model_info()\u0000 unconditionally) and the offline-mode breakage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs: flash_attention sinkless-model crash vs Qwen 3.5 config unwrapping. No shared code path." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizer special-token handling, but one is about runtime post-processor updates and the other about missing special-token registration; not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated: Qwen2-VL multi-GPU training vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different areas and failures: Qwen3-MoE sliding_window behavior vs Float8 storage import/type error." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline-tokenizer failure: both report tokenizer loading breaking in HF_HUB_OFFLINE mode, and 44843 gives the likely concrete cause in _patch_mistral_regex/model_info()." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both mention training/runtime behavior, but eval-mode checkpointing and ZeRO-3 gradient growth are different problems." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 doc example errors vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer backend special-token update feature request vs LayoutLMv2Tokenizer crash on NER/batched padding; not the same issue." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Qwen3.5 input-embedding unpacking in TRL SFT trainer vs trainer.evaluate() after train(); too different." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs Qwen3-MoE sliding_window issue; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs single-label-classification zero-loss regression across models; different config paths." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs qwen2.5-vl video vision_position_ids bug; separate multimodal bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is a tokenizer-load crash and the other is a Kimi-K2.5 regression with codec handling/warning issues; not clearly the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and CamemBERT MLM prediction regression are different model-specific inference issues." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset vs Qwen3 auto device mapping cudaErrorAssert; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc-example/model mismatch and quantization failure vs offloading with quantization; too broad and not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen3.5/3.6 multimodal config unwrapping; different code paths." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel index error vs audio fbank feature extraction issue; unrelated." + }, + { + "left": "issue:45704", + "right": "issue:45834", + "accept": false, + "reason": "T5 RMSNorm memory leak vs Kosmos2.5 long-OCR index error; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs Gemma 3n variable-name collision in forward(); different models and failures." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression vs RTDetrV2 differing outputs in v5; not the same bug." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "General XOR validation/error-message bug across models vs sequence-classification zero-loss regression; different behavior and scope." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading problem vs DAC.from_latents missing STE; unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs add-new-model-like failing in TOKENIZER_MAPPING_NAMES; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy issue vs Qwen3.5 num_labels propagation; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer mismatch; different model/config issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void segmentation maps vs GenerationMixin import error; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs BitNet accelerate loading issue; unrelated." + }, + { + "left": "issue:44756", + "right": "issue:45759", + "accept": false, + "reason": "mmap/OOM on Strix Halo vs Qwen config unwrapping; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft-edge pair (42886/44843) is clearly aligned on the same HF_HUB_OFFLINE tokenizer-loading failure, while the other rejections do not overreach based on the titles alone. No mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 14, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43716", + "issue:43746", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45685", + "issue:45834" + ], + "soft_pairs": [ + "issue:43716|issue:44008", + "issue:42915|issue:43746", + "issue:43746|issue:45381", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43746|issue:43873", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43531|issue:43643", + "issue:43643|issue:44877", + "issue:44062|issue:44488", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43653|issue:43819", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43322|issue:45685", + "issue:44821|issue:45084", + "issue:44485|issue:44509", + "issue:30064|issue:36331", + "issue:43825|issue:43827", + "issue:43295|issue:45834", + "issue:43606|issue:45072", + "issue:44186|issue:44442", + "issue:43577|issue:43582", + "issue:34634|issue:36010" + ], + "prepared_review_unit_hash": "3e199cd7ea8fe8cc60085162ae8235ebd63fd7689fb4c62b07a868cb355d4b50", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated bug reports across different models and subsystems. The soft-similarity pairs are topical overlaps (often same family or same helper) but not the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set and best represents the recurring remote_code regression theme, even though the overall cluster is not made up of true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative issue to anchor the cluster because it is the most general and inclusive of the repeated 'recent versions break remote_code models' pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different bugs in different models: dtype mismatch in Mistral-3 vs a Gemma3n variable-name collision." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Unrelated failures: Qwen3Moe FP8 config issue vs GraniteSpeech PEFT/local-checkpoint loading." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Different code paths and symptoms: checkpoint loading for GraniteSpeech vs qwen2.5-vl video position IDs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Separate model-specific problems: Bamba torch.compile/SDPA vs dtype mismatches in other models." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different failures: Bamba compile/SDPA behavior vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local-checkpoint loading and quantized offloading are only broadly related, not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/NER crash vs Perceiver image-resolution handling; different components and root causes." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is an attribute-access crash; not clearly the same fixable bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs trust_remote_code config-field loss; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is missing fields from trust_remote_code while the other is strict config rejection for granite_speech." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer construction error vs failing to load a specific tokenizer model; not the same issue." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor update behavior vs Whisper batch_decode skip_special_tokens handling; different APIs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading issue vs Video-LLaVA missing temporal attention/weight sharing; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token decode bug vs DAC latent/forward mismatch; different subsystems." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different video-input regressions in different Qwen variants; not the same concrete bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Two separate model regression reports with different outputs and code paths." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen issues: weight_only loading error vs flash-attention generation behavior." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Same broad remote_code theme, but one is specifically is_torch_fx_available removal and the other is a broader recent-version regression report." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline-v5 error-message/deprecation issue vs SigLIP2 output regression; unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segmentation fault in Llava Next loading vs MPS histogram-int error in MoE; different bugs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading vs template-node compilation error; no shared code path." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion vs docs referencing removed pipeline tasks; unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation-map handling vs CustomTrainer.compute_loss signature breakage; different areas." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both concern removed v5 pipeline tasks, but one is an error message and the other is documentation; not the same bug/change." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs Kosmos2.5 long-OCR index error; different failures." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch with quantization vs general dtype mismatches; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different problems." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype issue vs Apple Silicon caching_allocator_warmup TypeError; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior vs GenerationMixin import error; different code paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 15, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43582", + "issue:43638", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45584", + "issue:45600", + "issue:45701", + "issue:45803", + "issue:45834" + ], + "soft_pairs": [ + "issue:43452|issue:44991", + "issue:44805|issue:44936", + "issue:42175|issue:45081", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:44671|issue:45701", + "issue:43404|issue:43782", + "issue:45584|issue:45834", + "issue:43582|issue:44857", + "issue:45459|issue:45803", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:39692|issue:45834", + "issue:43644|issue:43749", + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43526|issue:44554" + ], + "prepared_review_unit_hash": "45b6f6679462a000a9f65ba67c18d2e4795d8d21c1bd33570e3f856bf00ba289", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36331, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs share only broad surface themes (loading, tokenization, multimodal, dtype, etc.) but not the same concrete bug or code path. I would reject all soft-edge duplicate merges. No PRs are present. If forced to pick a representative issue, issue:45020 is the broadest umbrella, but it is not a true canonical duplicate anchor.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45020 is the broadest, most umbrella-like issue in the set (general version-regression / remote_code loading breakage), but the cluster is too mixed for a true canonical duplicate issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the closest thing to a global representative because it captures a broad regression pattern, but it should not be treated as a duplicate target for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and appear to stem from different failure modes (gguf_file path handling vs a specific tokenizer load regression)." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Both mention IndexError, but one is a mask/tensor shape mismatch and the other is trainer.evaluate() failing after training; they are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging and Mistral tokenizer regex patching are unrelated issues with different code paths and symptoms." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "One is an image processor size mismatch, the other is a bfloat16 dtype mismatch in model inference; same broad subsystem, different bugs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure and dtype mismatch are distinct loading/inference problems, not one underlying defect." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are attribute errors in tokenizer/processor code, but they hit different objects and different call sites; not the same concrete bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but one is an actual bad tie in model code and the other is a config/warning issue during LoRA fine-tuning." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Generic title noise and an isolated reproduction of a prior issue are not duplicates." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM correctness regression and a general tokenization-version change are too broad and not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Both concern weight tying/loading, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription behavior and Kosmos2.5 long-ocr index errors are unrelated multimodal issues." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP image-loss crash are different platform-specific failures." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are in different APIs and address different hidden-error scenarios." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "One is a label-reduction bug in an image processor; the other is a model output regression in v5." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation failure and CLIPTokenizer max-length misconfiguration are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined variables in multimodal token counting and stale auto_mappings references are different CI/code-maintenance problems." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal-facing, but one is a SigLIP2 docs/example bug and the other is a Kosmos2.5 long-input runtime error." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization and FSDP RAM-efficient loading are distinct loading regressions." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode failure and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific key error for one model is not the same underlying bug as the broad remote_code regression." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed zero3/non-pretrained Bert IndexError and trainer.evaluate() after train are different training lifecycle failures." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency issues are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models, different failure modes: unit-test loading failure vs flash-attention generation bug." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both involve model/processor mismatch themes, but one is zero probabilities in SigLIP2 and the other is an image-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation/model example errors and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction and MPS attention correctness are unrelated code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 16, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43645", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44811", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45834" + ], + "soft_pairs": [ + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:34634|issue:36331", + "issue:43454|issue:43577", + "issue:43257|issue:43329", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:44568|issue:45488", + "issue:43749|issue:44291", + "issue:43531|issue:45042", + "issue:43643|issue:45759", + "issue:43262|issue:44811", + "issue:44568|issue:45356", + "issue:36010|issue:36331", + "issue:44849|issue:45701", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:44291|issue:45042", + "issue:41720|issue:43540", + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:43317|issue:45538", + "issue:33357|issue:34567", + "issue:43927|issue:44912", + "issue:44479|issue:45381", + "issue:44987|issue:45538", + "issue:42915|issue:44821", + "issue:42915|issue:45538", + "issue:43257|issue:43756", + "issue:44479|issue:45834" + ], + "prepared_review_unit_hash": "cbd9f217b5096716aeaacd485e96b4045393aaa7c7d3bb990d6c714872786c19", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37729, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only the Qwen video-input pair 44479 \u2194 45381 looks like a true duplicate cluster. The evidence is not enough to merge 43329 into that group: it appears to be a separate bug about undefined helpers in `_get_num_multimodal_tokens` rather than the same video-position-id regression.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the broadest representative of the single clear duplicate subcluster: a v5.3.0 Qwen video-input regression affecting multiple Qwen VL variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best overall anchor because it describes the widest version-scoped Qwen video-input failure, with 45381 as a concrete manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different models and failure modes: DAC latents/STE mismatch vs DiaConfig token-ID persistence." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 import/config breakages, but the concrete bugs differ: GenerationMixin import vs Jupyter custom-model init." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated areas: BarkProcessor voice presets vs Trainer compute_loss signature change." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model families and symptoms: AyaVision weight tying vs BLIP2 dtype handling." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen MoE loading/conversion is a different bug from an undefined-helper failure in the video token-counting path." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems: BitNet packed-weight loading vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different concrete failures: torch.compile+SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer regressions, but different tokenizers and mechanisms; not the same underlying bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "One is FSDP CPU RAM efficient loading; the other is init_empty_weights argument compatibility." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "No real overlap: Qwen3-MoE sliding_window vs PIL image processors requiring torchvision." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but one is missing fields under trust_remote_code and the other is text_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode skip_special_tokens; different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer regressions, but separate models and symptoms: special tokens not added vs codec/warning behavior in Kimi-K2.5." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to a custom Trainer loss-signature change." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different failures: Qwen3.5 hidden-states bug vs a broad tokenization-version regression." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video paths, but one is an undefined helper in multimodal token counting and the other is a batched video-processor shape bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token accounting is unrelated to perplexity on gpt-oss-20b." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The packet does not show the same regression: 43329 is a separate `_get_num_multimodal_tokens` undefined-helper bug, not the broader Qwen video-position-id issue." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen loading bugs: MoE weight conversion with accelerate/deepspeed vs weight-shape mismatch on Qwen3-VL-30B-A3B-Instruct." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-key regression are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument compatibility is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen issues: device-map/cuda assert on A800 vs video processing ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading failure is unrelated to Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM key error are different loading bugs." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload failure and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP is unrelated to TrainerState token-count updates." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen video-input regression; 45381 is a specific qwen2.5-vl manifestation of the broader v5.3.0 bug in 44479." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast on v5.1+ and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs in different components: Qwen3Moe FP8 config vs CLIPTokenizer max_length." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading/conversion and Smollm3 RoPE-layer dropping are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal input bugs, but the symptoms and model families differ: Qwen video regression vs Kosmos2.5 long-OCR index error." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The Qwen video-input pair 44479 \u2194 45381 looks grounded, but the output overreaches by folding 43329 into the same duplicate cluster. 43329 is a different bug report about undefined helpers in `_get_num_multimodal_tokens`, and the packet does not provide enough evidence to treat it as the same underlying regression as 44479/45381. The summary should stay more conservative about that linkage." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 17, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:28282", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44589", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823" + ], + "soft_pairs": [ + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:43257|issue:43696", + "issue:43577|issue:45072", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:43540|issue:45823", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:44062|issue:45081", + "issue:43643|issue:45375", + "issue:43749|issue:44756", + "issue:34567|issue:36331", + "issue:43493|issue:43994", + "issue:36010|issue:42175", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43526|issue:45479", + "issue:28282|issue:34689", + "issue:43756|issue:45325", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:45405|issue:45600" + ], + "prepared_review_unit_hash": "7357582421def44df243ae0836299dba50a9a887ed2a79dd66ba9fc75f4c22fd", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35748, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated bug reports. Only one soft duplicate is actually accepted: the SigLIP2 discrepancy pair (issue:43493 / issue:43994). The Qwen video-input reports are related thematically, but this packet does not support accepting them as duplicates here. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the strongest representative issue because it is an explicit regression report with a clear affected release and model family, making it a good cluster anchor among mostly one-off bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best standalone issue artifact: it is regression-focused, clearly scoped, and broadly representative without overcommitting to duplicate status for the other Qwen reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-input failures, but they describe different models and different failure modes (ValueError vs StopIteration), so they are not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same general area, but 43540 is Qwen3OmniMoe-specific while 44479 is a broader 5.3.0 regression across several Qwen video models; the concrete failure described is not the same." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different problems entirely: Qwen3 MOE weight conversion under accelerate/deepspeed vs GPT-oss OOM." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype handling, but they affect different model families and different code paths; not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version-bump issue are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 zero-probability outputs vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU-device bug and flash-attention sinkless-model AttributeError are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizers AddedToken argument duplication is unrelated to the est-roberta tokenizer loading failure." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-time errors, but one is a MobileLLM key error and the other is an init_empty_weights API mismatch; different root causes." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video-input error and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "The isolated reproduction of another issue and the Qwen2.5-VL video position-id regression are not clearly the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different failure modes." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-kwarg duplication and the Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields being absent, but they concern different models and different loading paths; not enough evidence they are the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP loading regression and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token tracking and CustomTrainer compute_loss signature mismatch are separate trainer bugs." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both report the same SigLIP2 implementation problem: HF outputs are wrong/nonsensical compared with expected behavior, and the JAX-vs-HF discrepancy matches the user-facing bad results." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and missing TensorFlow backend in the torch extra are unrelated packaging/import problems." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "The TensorFlow-backend packaging issue is unrelated to the Qwen2.5-VL import error." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading breakage and a specific model load failure for cjvt/sleng-bert are not the same underlying bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "A janus image-generation test failure and a Phi-4 multimodal model load failure are different model-specific issues." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and zero-loss sequence-classification behavior are different code paths and symptoms." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch import availability and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen2.5-VL temporal position-id scaling are different model-specific bugs." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Torchvision dependency in PIL image processors is unrelated to the Mistral regex crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and Float8 storage import/type error are different loading failures." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "An unreleased PEFT version bump and a removed-config CI break are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "A janus image-generation test failure and a Phi-4 multimodal model load failure are different model-specific issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The issue-level classification is mostly grounded, but the summary is not fully consistent with the packet. In particular, it says two soft duplicates are plausible, yet only one soft pair is actually accepted, and the claimed Qwen video-input duplicate is not supported by an accepted verdict in the soft-edge list. That makes the summary a bit overconfident and not fully conservative. The canonical issue choice is reasonable, but I would reject until the soft-edge summary matches the actual verdicts more precisely." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 18, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:33666", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:42175", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44938", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45440", + "issue:45823" + ], + "soft_pairs": [ + "issue:44484|issue:44704", + "issue:43697|issue:45216", + "issue:43531|issue:44821", + "issue:44514|issue:45381", + "issue:28282|issue:29127", + "issue:43582|issue:44977", + "issue:43643|issue:44561", + "issue:44625|issue:44877", + "issue:43720|issue:44898", + "issue:42175|issue:44938", + "issue:43452|issue:43577", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:43653|issue:44568", + "issue:44936|issue:45823", + "issue:24643|issue:29127", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:30064|issue:33666", + "issue:38175|issue:43295", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:41720|issue:43906", + "issue:44977|issue:45356", + "issue:43688|issue:45440" + ], + "prepared_review_unit_hash": "1e55996ba7e72f3004dbae760b2638b5e1358380ff8c9ac0b9bddce2b775f958", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36836, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The soft links are driven by superficial topic overlap (tokenizers, v5 regressions, Qwen/DeepSpeed, tied weights), but none looks like the same concrete bug/change with enough confidence to merge.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the items cover many unrelated regressions across loading, tokenization, generation, device mapping, and model-specific behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44466 is the most concrete, self-contained regression report and the closest thing to a representative bug, but it is still not a clear duplicate anchor for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Different bugs: shard size default versus kwargs not forwarded to cached_file." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Unrelated model regressions: RTDetr output drift vs Qwen3.5 checkpoint saving." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different areas and failure modes: Qwen3-MoE sliding window vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but different code paths: chat-template batching crash vs video position IDs." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Completely unrelated: missing PyTorch import vs LayoutLMv3 box-content error messaging." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Different subsystems: Apple Silicon warmup TypeError vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields and the other is a v5 API removal breakage." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different model/config bugs: Qwen3.5 num_labels propagation vs granite_speech strict config loading." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated failures: BitNet packed-weight loading vs Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "No overlap in bug mechanism: packaging backend composition vs Python 3.14 import/load failure." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different problems: gguf_file loading breakage vs BLIP2 dtype propagation." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but the crashes are triggered by different inputs and likely different fixes." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Tokenizer loading issues, but one is gguf_file handling and the other is offline Mistral regex patching." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights in v5, but one is device-dependent lm_head serialization and the other is a translation-model report." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different failure classes: DeepSpeed ZeRO-3 load-time IndexError vs train/evaluate lifecycle failure." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but they concern different processors/tokenizers and different symptoms." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "No shared code path: DAC latent reconstruction vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are special-token-related, but the underlying tokenizer bugs are different." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated: trainer post-train evaluation issue vs Gemma4 device-map forward mismatch." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Different errors and components: DeepSpeed training weight shape vs LayoutLMv3 error clarity." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and failures: BigBird special-token registration vs MLuke task-time AttributeError." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both tokenizer-related, but one is an AttributeError in tasks and the other is a tokenizer class loading failure." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated image-segmentation processor bug vs Qwen2-VL multi-GPU training issue." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different model families and symptoms: zero probabilities vs processor/tokenizer regression." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different regressions: BLIP2 dtype handling vs RTDetr output divergence." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both generation/cache-related, but one is compiled-forward chunked generation and the other is recurrent-state reset logic." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading regressions with different root causes and models." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "The second is only an isolated reproduction reference; the reported failures do not clearly match." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Unrelated: flash-attention generation failure vs tokenizer codec/warning regression." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both concern MoE models, but one is auxiliary-loss normalization and the other is DeepSeekV3 implementation parity." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 19, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43329", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45325", + "issue:45357", + "issue:45588", + "issue:45704", + "issue:45812" + ], + "soft_pairs": [ + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43577|issue:45588", + "issue:43550|issue:44361", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:43122|issue:43906", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:28282|issue:35141", + "issue:43452|issue:44451", + "issue:44568|issue:45812", + "issue:44849|issue:45357", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:43329|issue:45325", + "issue:43688|issue:43749", + "issue:33666|issue:36010", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:43525|issue:43572", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43577|issue:44554", + "issue:43720|issue:44361", + "issue:43334|issue:43572", + "issue:33666|issue:36331", + "issue:43688|issue:45704", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "2998eb870105b853940b7dd2d85fd02b0233a995049b73b7b27ffb1fb03b4d90", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38457, + "estimated_input_tokens": 9615, + "estimated_eval_tokens": 19486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, trainer, multimodal, config, and runtime issues. No pull requests are present. I would keep a tokenizer-regression issue as the most representative anchor, but the soft links do not look like true duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45812 is the strongest cluster anchor: it describes a broad, user-impacting tokenizer regression across all Granite models, with clear repro and recent activity. The rest of the cluster is too diverse to justify a narrower canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best single representative of the cluster\u2019s most general pattern (silent tokenizer regression), and it is more broadly framed than the other tokenizer-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different bug classes: BigBird special-token decode issue vs. DiaConfig save/load token-ID loss." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading/training failures, but they affect different models and different failure paths." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation regressions: compiled forward chunking vs flash-attention behavior in Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba compile/SDPA failure is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype-loading issue and flash_attention s_aux=None crash are distinct code paths." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Torch.compile/SDPA failure is unrelated to CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field load failure for Beit is unrelated to Bamba compile/SDPA." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model families and different loading failures; not the same underlying bug." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and TrainerState token counter not updating are separate Trainer bugs." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "43906 is only a reproduction pointer to another issue; no evidence it is the same tokenizer bug as 43122." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading issue is unrelated to OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast failure and Qwen2-VL multi-GPU training are different problems." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import error and embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load/import failures, but for different models and different root causes." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs for Granite models." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and save_pretrained visual-key regression are distinct issues." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor-from-URL loading are unrelated loading failures." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert with auto device mapping is not the same as inconsistent chunked generation under compiled forward." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined helpers in multimodal token counting are unrelated to Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different training/runtime problems." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training request for Qwen2-VL and GenerationMixin import error do not share a concrete code path." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GPTNeoX rotary_pct reload bug are different configuration issues." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as the pipeline() translation-task error message regression." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but different model configs and different missing fields (pad_token_id vs pad_token_idx)." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token-ID loss." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to CustomTrainer.compute_loss keyword mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer regression are distinct processor bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import failure and Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "AutoModel import error and Mac bus error with CLIP on 4.43.0 are different failure modes." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype loading and MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading bug and Trainer compute_loss signature bug do not match." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id AttributeError and StableLm pad_token_idx regression are separate config issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and compute_loss num_items_in_batch error are different trainer/model workflows." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug and T5 apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to the HF-vs-JAX implementation discrepancy." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 20, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "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:43688", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:44479|issue:44625", + "issue:43334|issue:45759", + "issue:43756|issue:45083", + "issue:45200|issue:45229", + "issue:43278|issue:43844", + "issue:44488|issue:44843", + "issue:43257|issue:43299", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:45229|issue:45823", + "issue:43688|issue:45701", + "issue:44589|issue:45520", + "issue:39692|issue:43295", + "issue:43504|issue:43606", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:44423|issue:44734", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44625|issue:45759", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44521|issue:45290" + ], + "prepared_review_unit_hash": "92add81809984e438cce90ae1c25a15039dc7e5caa6d952cc6aaa86fe397716d", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35699, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model-loading, multimodal, tokenizer, and CI/runtime regressions. The only recurring theme is Qwen/multimodal config plumbing, but the soft-edge pairs still look like distinct bugs rather than mergeable duplicates.", + "confidence": 0.46, + "canonical_issue_reason": "issue:45759 is the most representative of the recurring Qwen multimodal config-loading theme and is a concrete, well-scoped regression that aligns with several nearby config-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45759 is the best single representative because it captures a central, user-facing multimodal configuration bug rather than a narrow model-specific failure or a test/CI symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading vs an unreleased PEFT version bump; unrelated failures." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen models and different code paths: video preprocessing ValueError vs flash-attention generation behavior." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient growth are separate problems." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both are Qwen-related, but one is a video-input regression and the other is config propagation for num_labels; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen config/loading, but one is missing pad_token_id and the other is text_config unwrapping; distinct concrete failures." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer issue and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and ZeRO-3 gradient inflation are not the same underlying defect." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Different model-loading failures: one specific model won't load, the other is an offline-mode bug in model_info calls." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is weight conversion with accelerate/deepspeed and the other is a dev-version load regression." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init breakage and lm_head serialization inconsistency are separate bugs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing Qwen2.5-VL and Float8 storage lookup are unrelated failures." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 OOM during inference vs device mismatch in forward pass are different concrete problems." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenization changes do not share the same code path." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage error and flash_attn import key error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both touch multimodal/model-processor behavior, but one is a docs example mismatch and the other is a runtime API regression." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading for Beit and CPU-offload device mismatch for bark-small are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are completely different issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Config missing pad_token_idx and unexpected _is_hf_initialized argument are both init/config regressions but not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Different serve crashes with different failure modes and tensor paths." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token ID loss and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy field loading and BigBirdTokenizer special-token registration are different issues." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and an unreleased dependency bump are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen3.5 config-plumbing issues, but num_labels propagation and text_config unwrapping are different concrete bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A runtime device mismatch and a stale CI test are not the same underlying issue." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and PEFT version pinning are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs and unexpected position-id keys are distinct symptoms with different likely causes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template bugs, but one is zeroed assistant masks and the other is a crash on tool-call messages; not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 21, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45823" + ], + "soft_pairs": [ + "issue:44464|issue:45584", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:44568|issue:45701", + "issue:43688|issue:43873", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:43232|issue:44849", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:44315|issue:44849", + "issue:43278|issue:43701", + "issue:28218|issue:33357", + "issue:44554|issue:45356", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:43295|issue:44610", + "issue:44898|issue:45412", + "issue:43334|issue:43525", + "issue:43493|issue:43701", + "issue:37428|issue:43957", + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:43873|issue:44464", + "issue:43550|issue:43844", + "issue:43295|issue:43450", + "issue:43824|issue:43975", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:37428|issue:43824" + ], + "prepared_review_unit_hash": "c31a2cb39eb5d09fd25d29784987fb76e469f03377241c42b17362cf42bd053f", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37688, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; nearly all pairs are unrelated regressions. The only plausible duplicate pair is the shared pad_token_id config-loading failure between 43334 and 43525.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43525 is the clearest concrete instance of the shared pad_token_id config regression and best represents the one plausible duplicate pair with 43334.", + "canonical_pr_reason": null, + "best_issue_reason": "43525 is the most specific, user-facing report of the missing pad_token_id AttributeError, so it is the best issue anchor for deduping the only close match.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: compiled-forward inconsistency vs Whisper empty-transcription handling." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated CI/test failure and MLflow job-status reporting bug." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient abnormality vs model loading failure; different code paths." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug vs TrainerState token counter not updating." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template/compile error and flash_attn import error are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness issue vs PyTorch version check bug in flex_attention." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Both involve tokenization, but the model/symptom differ too much to be the same bug." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux loss normalization bug vs quantization/offloading behavior." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export issue vs SigLIP2 zero-probability regression." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing error vs Gemma4 mm_token_type_ids defaulting issue." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update bug vs Qwen3.5 hidden_states output bug." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but the failures are different: token-type ids vs device-map forward mismatch." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatch CI issue vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger kernel application bug and hidden_states bug are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing issue vs Mac bus error on CLIP model loading." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue vs Kimi tokenizer codec regression." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal tensor semantics: Gemma4 token-type ids vs Qwen2.5-VL rope indexing." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is serialization/device-dependent and the other is LoRA-merge collapse." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression vs wrong default image resolution." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution failure vs RT-DETR memory leak." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same missing pad_token_id config regression causing model loading AttributeErrors across different model classes." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attn import failure vs meta-device model-loading breakage." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as a broad transformers>=5.1 loading failure." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "These are different regressions with different failure modes and models." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization offloading behavior vs compiled-forward generation inconsistency." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure vs ZeRO-3 gradient blow-up." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different processor bugs: tokenizer/image handling vs batched video shape output." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import failure for Qwen2.5-VL class vs DeepSeek detokenization regression." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression and quantization offloading issue are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability bug vs RT-DETR garbage-collection leak." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-attn import error and missing Qwen2.5-VL import are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted pair, 43334/43525, is supported by the shared pad_token_id AttributeError pattern in the titles, and the other soft-edge rejections are appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 22, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44442", + "issue:44448", + "issue:44462", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:44514|issue:44521", + "issue:42915|issue:43824", + "issue:44442|issue:45198", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:44792|issue:45563", + "issue:44360|issue:44561", + "issue:43450|issue:43575", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:43450|issue:45834", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:44857|issue:45593", + "issue:43278|issue:43825", + "issue:43606|issue:45083", + "issue:43335|issue:43550", + "issue:45290|issue:45381", + "issue:45200|issue:45588", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:44561|issue:44779", + "issue:44462|issue:44561" + ], + "prepared_review_unit_hash": "9e15eafff074840d447c9b3f441db51411a19f25af702ae0d0e9144da6fbb5ad", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35677, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of unrelated Transformers bug reports and regressions. Several items share broad themes like import/load breakages, chat-template issues, or model-specific failures, but none are the same concrete bug.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the strongest representative by signal (high discussion and inbound references) and frames a broad import-regression, but the cluster is too heterogeneous to treat it as a true canonical duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is an embedding dtype mismatch and the other is training memory usage; different failures." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch chat template/batched multimodal flows, but one crashes on padding=False and the other returns empty assistant masks; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different models and code paths: FineGrainedFP8Config failure vs an import error for Qwen2.5-VL." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading for FastSpeech2Conformer is unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one reports zero probabilities while the other is a JAX-vs-HF implementation discrepancy; not the same concrete defect." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they concern different pipeline deprecations and behaviors." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues: BigBirdTokenizer special-token decoding vs a stale device override test in GraniteSpeech." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Unrelated problems: batched video processor shape vs SigLIP2 output mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different generate-path issues: a Janus image-generation test failure vs a stale warning in paged generate()." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "No shared bug: one is a DSA indexer discussion, the other is a v5 trust_remote_code breakage from a removed helper." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and tensor-parallel OOM are different issues." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embeddings collapse is unrelated to the categories-limit runtime error." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helper/model bugs in different architectures; not the same underlying defect." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Audio feature extractor crash from unsupported args is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45834", + "accept": false, + "reason": "Batched video-shape handling and Kosmos2.5 OCR index errors are different code paths." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Both are vision/detection bugs, but one is a processor size mismatch and the other is an AMP/CUDA loss crash." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "An ImportError for a missing flash-attention symbol is not the same as a general Torch 2.10 incompatibility report." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different D-FINE/LwDetr failures: AMP crash vs missing auxiliary losses." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and an incorrect pipeline error message are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and a Qwen3 Omni helper behavior issue are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config misbuild and Bamba torch.compile/SDPA failure do not share the same code path." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are separate multimodal issues." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type defaults and flash_attention sinkless-model AttributeError are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift is unrelated to Qwen3_5 recurrent-state cache reset behavior." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols and different features." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are distinct model-loading failures." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A removed helper breaking trust_remote_code is unrelated to Deepseek tokenizer output regression." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json being ignored is a different bug from the removed-is_torch_fx_available regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 23, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43927", + "issue:44112", + "issue:44162", + "issue:44206", + "issue:44292", + "issue:44448", + "issue:44493", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45310", + "issue:45372", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:39692|issue:43526", + "issue:44206|issue:45823", + "issue:43388|issue:43526", + "issue:43335|issue:43653", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:29942|issue:32090", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:28218|issue:35141", + "issue:44162|issue:45834", + "issue:43335|issue:45072", + "issue:43720|issue:44112", + "issue:43335|issue:45593", + "issue:44977|issue:45229", + "issue:44568|issue:45491", + "issue:44448|issue:44977", + "issue:45459|issue:45712", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:29127|issue:32090", + "issue:43927|issue:45698", + "issue:45198|issue:45803", + "issue:44977|issue:45563", + "issue:45372|issue:45588", + "issue:43701|issue:45083", + "issue:34689|issue:35141" + ], + "prepared_review_unit_hash": "0dd30ea4ab1f777d3dcbce1fcdc88c1f31d4c8cec5092326ec66291f6b326213", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37843, + "estimated_input_tokens": 9461, + "estimated_eval_tokens": 19178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated bug reports. The only clear duplicate pair is the repeated Qwen3.5 MoE `from_pretrained` regression (45310/45478), which should be merged; the rest are distinct issues across different models, subsystems, or failure modes.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the earlier, more detailed report of the duplicate Qwen3.5 MoE `from_pretrained` error; issue:45478 repeats the same problem with a shorter body.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue candidate in this set because it is the clearest canonical target for the one true duplicate pair and has the fuller initial report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different components and failures: SigLIP2 doc example errors vs. BEiT fast image processor label reduction." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both involve runtime failures, but one is an unsupported argument crash in a feature extractor and the other is a device-mismatch bug in Gemma4 PLE forward." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated logic: metric gathering drops labels in the last batch, while BEiT fast processor reduces labels incorrectly." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems and symptoms: SwitchTransformers sparse-layer construction vs. BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact bug report: identical Qwen3.5 MoE `from_pretrained` regression under transformers>=5.4.0." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different model/code paths: DAC latent decoding mismatch vs. many models showing unexpected position-id key issues." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "One is a real Bamba compile/SDPA failure; the other is a stale CI test about GraniteSpeech device overrides." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: Python 3.13 import/IndentationError in DebertaV2Model vs. a helper-length computation issue in qwen3_omni_moe." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Both are model internals, but the bugs are unrelated: SwitchTransformers sparse-layer config vs. qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different code paths and outcomes: SwitchTransformers config creation vs. BEiT semantic-segmentation pretrained loading with a legacy field." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated problems: Flash Attention 2 test failures vs. Trainer broadcasting a NoneType." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Doc-example/model-processor mismatch and quantization issues are not the same as the generic unexpected position-id key regression." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Both mention modern runtime environments, but one is Qwen-3 NVFP4 execution and the other is a Python 3.13 `flash_attn` import key error." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and bug classes: Pegasus v4/v5 output drift vs. Deepseek tokenizer regressions in v5." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability outputs are not the same underlying issue as broad unexpected position-id key warnings." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to embedding reinitialization after resizing with untied word embeddings." + }, + { + "left": "issue:44162", + "right": "issue:45834", + "accept": false, + "reason": "ESM2 model breakage is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes in different model families: SwitchTransformers config bug vs. dtype mismatch in inference for SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to a GraniteSpeech stale device-override CI test." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to D-FINE not using auxiliary losses when denoising is off." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different problems." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings with mixed-length batching." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and symptoms: Pegasus output differences vs. Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking is unrelated to dummy PT classes leaking into `dir(transformers)` and repo checks." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Device mismatch with CPU offload in Bark is not the same as LwDetrImageLoss failing under float16 AMP on CUDA." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are numeric/precision-related, but one is AMP loss failure and the other is dtype mismatch during inference in different models." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Completely different issues: LayoutLMv3 error-message clarity vs. Trainer `_gpu_broadcast_one` NoneType handling." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module; different persistence bugs." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to a broad bare-except swallowing errors in Fuyu batch tensor conversion." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to a stale warning in paged generate() for `num_return_sequences`." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import error and flash_attention `s_aux=None` crash are different code paths and different root causes." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision model loading regression is unrelated to embedding reinitialization after token resize." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the only accepted duplicate pair is the clearly matching Qwen3.5 MoE `from_pretrained` issue (45310/45478), with 45310 correctly chosen as the earlier, fuller report. The other soft-edge rejections are conservative and consistent with the titles/body summaries, and nothing appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 24, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:40444", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43550", + "issue:43653", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45083", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:40444|issue:43526", + "issue:43550|issue:45083", + "issue:43412|issue:45588", + "issue:45245|issue:45563", + "issue:29942|issue:35141", + "issue:43873|issue:44493", + "issue:36010|issue:37428", + "issue:45372|issue:45459", + "issue:43066|issue:44462", + "issue:45588|issue:45823", + "issue:44857|issue:45588", + "issue:44448|issue:44466", + "issue:43278|issue:43381", + "issue:25251|issue:32090", + "issue:43065|issue:45412", + "issue:43653|issue:44743", + "issue:43976|issue:45440", + "issue:44451|issue:45520", + "issue:44186|issue:45198", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:44361|issue:45198", + "issue:43421|issue:45491", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:43065|issue:43994" + ], + "prepared_review_unit_hash": "c3567a4ea3948c2da9d057ac31818db75f90e705c929e75cbe152e5bdf3fb095", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36117, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, vision, quantization, export, and attention regressions. None of the soft pairs looks like the same underlying bug/change, so I reject all soft edges and do not pick a canonical issue or PR.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue is a reliable canonical representative because the items span many unrelated bugs and subsystems rather than one duplicated report.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "None of the issues is clearly more central than the others; the cluster does not have a coherent shared problem domain.", + "best_pr_reason": "No pull requests are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Both are vision-related, but one is a Qwen2.5-VL iterable-dataset failure and the other is a BeitImageProcessorFast label-reduction bug; different code paths and failures." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "A torch.compile SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe feature-extractor length handling." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export issues and a flash_attention integration crash on s_aux=None are different bugs in different paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality RuntimeError and a stale paged-generate warning are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and token-embedding resize/post_init reinitialization are different regressions." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization offloading behavior and unexpected position-id keys are not the same underlying issue." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they involve different symbols, modules, and fixes." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor loading failure from a missing mistral_common import is unrelated to protobuf exception handling in tokenizers." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "A wrong decoder type in v5 and AutoTokenizer ignoring tokenizer.json are distinct tokenizer-loading/serialization problems." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "A flash_attention crash on sink-less models and a Gemma4 PLE device-mismatch forward bug are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP/CUDA crash and flash_attention s_aux=None failure are different code paths." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v4/v5 regression reports, but one concerns model outputs and the other serialization of lm_head.weight; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval and gradient-checkpointing being unsupported in eval mode are separate evaluation issues." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not being released are different problems." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset behavior are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepseekV3MoE divergence from remote implementation are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "A model-loading issue for ScandiBERT and a Python 3.13 flash_attn import KeyError are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation and Wav2Vec2 save_pretrained/tokenization failure are separate tokenizer issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe failing with FineGrainedFP8Config and quantized model saving failing are related to quantization in general, but not the same concrete defect." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failure are different model/tokenizer bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and Gemma3 NaN embeddings on mixed-length batching are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are different issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export compatibility with torch_compilable_check and Wav2Vec2 save_pretrained/tokenization failures are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in a feature extractor and a Qwen video-input regression are different failures." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 bad outputs are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 25, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45593", + "issue:45834" + ], + "soft_pairs": [ + "issue:44734|issue:45406", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43756|issue:45440", + "issue:43873|issue:45229", + "issue:43723|issue:44554", + "issue:45372|issue:45406", + "issue:43278|issue:43575", + "issue:43653|issue:44442", + "issue:43381|issue:43701", + "issue:45440|issue:45593", + "issue:43278|issue:43329", + "issue:41720|issue:45229", + "issue:29942|issue:36010", + "issue:43334|issue:43531", + "issue:32090|issue:33357", + "issue:44977|issue:45245", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:43526|issue:45834", + "issue:43526|issue:44857", + "issue:43441|issue:45588", + "issue:42915|issue:43931", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:44442|issue:45072" + ], + "prepared_review_unit_hash": "d9e752e4252f52f3bc31b0cf5a81ba55e1a0c279899187a212bfc22f26c6817b", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35549, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a real duplicate cluster: the issues span unrelated models, tokenizers, training/runtime paths, and docs examples. All soft pairs should be rejected; 43873 is only a weak canonical anchor because it is the broadest, most active open issue.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43873 is the broadest and most active open item, but only as a weak anchor; the overall set is heterogeneous and not a true duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 has the highest generality and discussion activity, so it is the least-bad representative if a single issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: KV-cache continuation tensor indexing in serve vs Gemma4 processor initialization missing _tokenizer." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Different artifacts and symptoms: MacOS bus error with a community CLIP model vs SigLIP2 docs example/model-processor mismatch and quantization errors." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated bugs: LayoutLMv3 error messaging for bad boxes vs TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Different code paths: OmDet-Turbo processor image size mismatch vs RT-DETR memory not being released on deletion." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Different root causes: auto_docstring annotations crash vs Gemma4 loading breaking on a missing mistral_common import." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both concern model implementation differences, but they are for different models and different mechanisms; not the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both involve memory/resource issues, but one is quantization/offloading behavior and the other is multi-GPU OOM for a specific model." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Different failures: tokenizer loading regression vs MPS attention correctness when value head dim differs from query." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4-related, but one is an import-time dependency break and the other is a serve-time missing processor attribute." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: dtype drift during evaluate vs tensor-parallel load OOM for a large Qwen2 model." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both tokenizer-related, but one is a special-token registration bug and the other is AutoTokenizer loading a different tokenizer class." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Different training-state behaviors: eval-mode gradient checkpointing restriction vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model implementations and bug types: DeepseekV3MoE divergence vs D-FINE auxiliary losses missing when denoising is off." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different areas: evaluation dtype mismatch vs multimodal token counting video-branch undefined names." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different model/runtime failures: Qwen3 auto device mapping assertion on A800 vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention test failures and a GenerationMixin import error are unrelated regression classes." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is a loading AttributeError and the other is a sliding_window behavior bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different runtime layers and symptoms: Trainer broadcast NoneType error vs MacOS bus error with a CLIP model." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different bugs: flash-attention generation instability vs category cardinality limit in a separate model/input path." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific missing class import is not the same as a broad dependency issue with transformers." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different processors/tokenizers and different failure modes: reduce_labels behavior vs LayoutLMv2Tokenizer crashes on NER/padding." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR index errors are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different image-processing bug vs mixed-precision CUDA loss crash." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but they affect different models and different code paths; not mergeable as one fix." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures: FineGrainedFP8Config issue vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different inference bugs: compiled-forward chunked generation inconsistency vs Gemma3 NaNs from sliding-window/all-padding behavior." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default mismatch is unrelated to a feature extractor passing an unsupported center argument." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading and bf16 dtype mismatches are different subsystems with different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 26, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:44743|issue:44811", + "issue:43575|issue:43701", + "issue:43452|issue:45588", + "issue:43646|issue:44077", + "issue:44442|issue:45803", + "issue:29127|issue:35141", + "issue:43575|issue:44387", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:43761|issue:44079", + "issue:44479|issue:45290", + "issue:28218|issue:29127", + "issue:42907|issue:45698", + "issue:43931|issue:45216", + "issue:28218|issue:32090", + "issue:33290|issue:34567", + "issue:43761|issue:44188", + "issue:34689|issue:43611", + "issue:39692|issue:45491", + "issue:44442|issue:44898", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:43316|issue:45759", + "issue:44568|issue:45479" + ], + "prepared_review_unit_hash": "d6ff464fa2f551ad3639951ffd027c6f6ffb2ee083bf014c6443d29ec40ca5ed", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35419, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues; the only commonality is broad runtime/model-loading breakage across different subsystems. No soft pair looks like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 is the strongest representative by activity and inbound references, and it sits in the broadest recurring theme here (runtime/memory/quantization regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is open, active, and has the most external interest, making it the best single issue to anchor this noisy cluster despite the weak overall topical coherence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different bugs: recurrent-state reset in Qwen modular code vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Different failure modes: tensor-parallel OOM on load vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated subsystems: gguf / AutoTokenizer-AutoModel loading vs flash_attention crash on sink-less models." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch initialization, but one is a general v5 custom model init breakage and the other is a patchtsmixer-specific post_init policy issue." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Different tokenizer bugs: FastSpeech2ConformerTokenizer loading vs a bare except swallowing errors in FuyuBatchFeature.convert_to_tensors()." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Completely different areas: LayoutLMv3 error messaging vs embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is TP load OOM and the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Different generation regressions: Qwen3.5 flash-attention issue vs Whisper empty-transcription/alignment failure." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Different models and symptoms: MacOS bus error in CLIP vs zero probabilities in SigLIP2." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and code paths: Phi-4 multimodal loading vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API discrepancies, but they are distinct attributes on different config classes." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Related to outputs/hidden states, but not the same bug: one is CLIPVision hidden_states omission, the other is ModelOutput key assignment with None values." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Different regressions: video-input handling for Qwen models vs chat template crashes on tool-call assistant messages." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing bug vs LayoutLMv3 error clarity issue; no shared underlying defect." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module are distinct save/load issues." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Different save/load problems: weight-shape mismatch on model load vs incorrect checkpoint produced by save_pretrained." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug is unrelated to Trainer/_gpu_broadcast_one NoneType error." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM with Adafactor+DeepSpeed is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "One is a hidden_states output bug; the other is a torch.compile branching divergence in attention kernels." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both concern loading regressions, but they stem from different breakages and model/config paths." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Docs example errors are unrelated to Gemma3 NaN embeddings in mixed-length batching." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different vision/tokenizer loading bug vs Perceiver interpolation failure at non-default resolution." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Implementation-vs-JAX discrepancy for SigLIP2 is unrelated to stale pipeline docs after v5 removals." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different code paths: torch.compile+SDPA failure vs recurrent state reset with cache in modular Qwen3.5." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config APIs, but one is a Gemma3TextConfig inconsistency and the other is Qwen multimodal text_config unwrapping." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token regression is unrelated to degenerate zero-loss sequence classification behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 27, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:36010", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45372", + "issue:45584", + "issue:45656" + ], + "soft_pairs": [ + "issue:41628|issue:45372", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:32090|issue:33290", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:34689|issue:36010", + "issue:43381|issue:43856", + "issue:44077|issue:44479", + "issue:44855|issue:45137", + "issue:33290|issue:45656", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:29127|issue:33357", + "issue:43381|issue:43742", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:33290|issue:34689", + "issue:44162|issue:44792", + "issue:25251|issue:28282", + "issue:43232|issue:43388", + "issue:41950|issue:43475", + "issue:43295|issue:43825", + "issue:45127|issue:45200", + "issue:44871|issue:45584", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43295|issue:44871" + ], + "prepared_review_unit_hash": "c6e21f144ab8c2d19b4cb2627867956fa51024691a6ba278bb040c831ea6ab1b", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35646, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated import/config/loading, training/DeepSpeed, and multimodal pipeline regressions. I found no safe duplicate merge among the soft edges; the closest thing to a representative issue is a processor/tokenizer regression, but it does not cover the cluster as a whole.", + "confidence": 0.81, + "canonical_issue_reason": "No single issue cleanly represents this cluster as a true duplicate set. If one must be chosen as the closest anchor, issue 43295 is the most concrete user-facing regression, but it only matches a small slice of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the strongest standalone representative because it describes a specific regression with a clear failure mode and reproduction context; the rest of the items are too diverse to serve as one duplicate umbrella.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but they involve different symbols, dependencies, and code paths: AutoImageProcessor vs mistral_common ReasoningEffort/Gemma 4 loading." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "One is a BitNet/accelerate packed-weights loading bug; the other is AutoTokenizer failing to resolve a tokenizer class. Similar theme, different failure." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config persistence, but one is missing fields with trust_remote_code and the other is GPTNeoX rotary_pct not surviving reload." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Both touch trainer/DeepSpeed, but the symptoms are unrelated: NoneType broadcast error vs Adafactor OOM." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading in an example script is unrelated to an unrecognized model/config missing model_type." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offload memory behavior is a different bug class from Gemma eos_token_id inconsistency." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "A model-loading regression for Llama 3.2 Vision is not the same as an import failure for GenerationMixin." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory inefficiency are distinct training/runtime issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "A PatchTSMixer post_init API restriction is unrelated to a Qwen video-input regression." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to a DeepSpeed ZeRO3 deque pop failure." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed optimizers, but one is an OOM with Adafactor and the other is optimizer.step being invoked twice." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "These are both config-related, but one is an API discrepancy in Gemma3TextConfig and the other is strict config blocking granite_speech loading." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is video-input processing in Qwen3OmniMoe and the other is batched apply_chat_template crashing with padding=False." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMV3 error-message clarity and a MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Eval-mode checkpointing and a MobileLLM loading KeyError are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency omission is unrelated to a Gemma3 config API mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3 and FlashAttention failure in Ministral-3 affect different model paths." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed/Adafactor OOM is not the same problem as Llama 3.2 Vision model loading breaking in 4.46.2." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 regression and a janus test failure are unrelated model-specific issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Top-k nested-list output in pipeline is unrelated to AutoModel requiring PyTorch at import time." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing after sync_gpus and metric-gathering label truncation are different runtime bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both are vision/video-adjacent, but one is a pipeline processor lookup bug and the other is a missing Sam3VisionEncoderOutput attribute." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and a misleading pipeline error message about translation tasks are distinct issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocabulary/tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription failure after align_special_tokens are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are different code paths and symptoms." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor.tokenizer/image passing regression does not match Gemma's eos_token_id configuration inconsistency." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 28, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:33290", + "issue:35141", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43335", + "issue:43452", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803" + ], + "soft_pairs": [ + "issue:43065|issue:44617", + "issue:43761|issue:44479", + "issue:43673|issue:44743", + "issue:33290|issue:35141", + "issue:33290|issue:36331", + "issue:44936|issue:45698", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:43761|issue:44242", + "issue:41720|issue:43575", + "issue:44077|issue:44534", + "issue:43931|issue:44060", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:44617|issue:45584", + "issue:43827|issue:43994", + "issue:43906|issue:45290", + "issue:44792|issue:44977", + "issue:43065|issue:44610", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44737|issue:45803", + "issue:44855|issue:45588", + "issue:44521|issue:45381", + "issue:45127|issue:45357", + "issue:43335|issue:44855" + ], + "prepared_review_unit_hash": "b1190f4b804dc823bcfe667b9a5215840e663ca051532759d3d0683f67c3d4df", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36816, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is loose and mostly composed of unrelated issue reports across model loading, generation, config, and model-family-specific regressions. I do not see any soft edge that is clearly the same underlying bug or change, so all candidate duplicates should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44521 is the strongest cluster anchor: it is open, framework-level, and has the most direct external references around a reproducible multimodal chat-template bug, making it the best representative issue in this otherwise heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most suitable single issue to surface because it is broad, actionable, and better connected than the other candidates; the rest are mostly model-specific or symptom-specific one-offs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same model family, but one is about a dummy Conv2d in Sam3PixelDecoder and the other is a CUDA OOM in Sam3Video; different code paths and failure modes." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and symptoms: CLIPVision hidden_states regression versus Qwen/VL video-input regression. Not the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache behavior, but one is a GenerationMixin/chunked_prefill regression and the other is recurrent states resetting in modular_qwen3_5; distinct defects." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to token-embedding resizing and post_init reinitialization when tie_word_embedding is False." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Optimizer OOM and a CustomTrainer signature TypeError are unrelated bugs." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "trainer.evaluate() failing after train is a training-loop issue, while from_pretrained loading the wrong custom module after save_pretrained is a serialization/loading issue." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading-related, but gguf_file breakage for AutoTokenizer/AutoModel and a missing model_type in config.json are different failure classes." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad Transformers v5 custom-model init regression is not the same as GPTNeoXConfig rotary_pct losing persistence on reload." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM and MobileLLM-125M key-error loading are distinct load-time failures." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "run_image_classification_no_trainer.py failing to run is unrelated to OOM when loading Qwen2-57B-A14B-Instruct with tensor parallelism." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and missing load-balancing loss when output_router_logits=False are different model and loss-path bugs." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "Both mention model loading/resource pressure, but Qwen3 auto device mapping cudaErrorAssert and Qwen2-57B tensor-parallel OOM are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init policy and non-persistent buffers being filled with junk are different regressions, even if both touch initialization." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "One is a Qwen3-VL weight-shape mismatch on load; the other is a tied-weights warning incorrectly linking embed_tokens.weight to dt_bias. Related area, different bug." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "A video-input regression in Qwen multimodal models is not the same as a serve /v1/responses KV-cache continuation tensor-indexing crash." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are unrelated bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical outputs via AutoModel/pipeline are not the same underlying issue." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as a crash in apply_chat_template with tool calls and no content." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Failed janus image-generation test and Qwen3.5 flash-attention generation bug are different models and different failure surfaces." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo processor producing 640px inputs instead of 224px." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers being filled with junk and GPTNeoX rotary_pct not persisting on reload are both config/state bugs, but not the same one." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "A local dataset loading failure in a training script is unrelated to loading microsoft/Phi-4-multimodal-instruct with transformers." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and the 2^24 category-limit RuntimeError are completely different problems." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure and stale auto_mappings references to removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU placement regression and FuyuBatchFeature's bare except swallowing errors are different code paths and bugs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2 import and flash_attention AttributeError on s_aux=None are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/template-adjacent regressions, but all-zero assistant masks and wrong vision_position_ids are distinct symptoms and likely distinct fixes." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary and Qwen3.5 save_pretrained writing incorrect visual encoder keys are different save/merge issues." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation with num_sparse_encoder_layers=0 has nothing in common with the DebertaV2 Python 3.13 import parse error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 29, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803" + ], + "soft_pairs": [ + "issue:44938|issue:45542", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:44077|issue:44877", + "issue:44496|issue:45803", + "issue:43644|issue:44913", + "issue:43761|issue:44743", + "issue:43540|issue:44734", + "issue:43650|issue:44220", + "issue:44112|issue:45600", + "issue:45276|issue:45584", + "issue:43335|issue:44190", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:43479|issue:45375", + "issue:44933|issue:45362", + "issue:36246|issue:41628", + "issue:44464|issue:45563", + "issue:44186|issue:44734", + "issue:43404|issue:45216", + "issue:44734|issue:45632", + "issue:44683|issue:45446", + "issue:44561|issue:45632", + "issue:38175|issue:43065", + "issue:44466|issue:44913", + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:45406|issue:45632" + ], + "prepared_review_unit_hash": "087c4488a0c1eb0e4f60404e3e20a53b0c058c8ad18915d6fe4253728c4ce3f8", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs are false positives: they share broad Transformers themes (imports, configs, multimodal, caching, CI) but each describes a distinct failure mode, model, or code path. No safe duplicate merges here.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items are unrelated bug reports rather than one duplicate cluster.", + "canonical_pr_reason": "No pull requests were provided.", + "best_issue_reason": "issue:44734 is the strongest standalone report: it has a specific failing endpoint (/v1/responses), a clear symptom (KV cache continuation crash), and a concrete code-path clue (wrong tensor indexing).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different problems: Python 3.14 load failure vs TensorBoard-only-without-TF backend error." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA failure in Bamba vs local dataset loading in an image-classification example." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python-version issues, but one is package support/release compatibility and the other is a DebertaV2 import parse/indentation error." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config handling, but one is a model-specific post_init constraint and the other is strict config loading for granite_speech." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrelated: unrecognized OLMo model config vs a bare-except bug in FuyuBatchFeature tensor conversion." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: non-persistent buffer serialization junk vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Both involve forward-state behavior, but CLIP hidden_states omission and Qwen recurrent state reset are separate model-specific defects." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A data-request issue and an audio feature extraction bug are not the same underlying problem." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI breakages, but one is a stale GraniteSpeech device-override test and the other is outdated auto_mappings references." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: Gemma4 embedding resize propagation vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and example-script dataset loading are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both reference example scripts, but one is multi-label classification output handling and the other is local dataset loading." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Custom processor.tokenizer/image passing regression is unrelated to Gemma4 embedding resize behavior." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Completely different failures: category-count limit vs Whisper empty transcription handling." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config bugs, but they concern different models and different fields/defaulting behavior." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent image_utils import and Qwen3.5 chat crash are distinct issues." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules: Qwen2_5_VLImageProcessor vs AutoImageProcessor." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation with compiled forward and a stale num_return_sequences warning are unrelated generation issues." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer NER/padding crash is unrelated to serve-side KV-cache continuation indexing." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve weights/tied serialization, but one is Mistral3 lm_head tying and the other is Qwen3.5 save_pretrained checkpoint correctness." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache crash and trust_remote_code cache-path collision are different subsystems and failure modes." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Flex attention on torch>=2.9 and an incorrect version check for AuxRequest import are separate flex_attention bugs." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Trust_remote_code API removal breakage and local cache-path collision are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Different model correctness bugs: SIGLIP2 zero probabilities vs Sam3PixelDecoder dummy Conv2d." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization by device is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness and unsafe sys.modules access may be adjacent, but they are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports from different modules; no shared underlying defect." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and trust_remote_code cache-path collision are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality runtime error and Whisper empty-transcription failure do not match." + }, + { + "left": "issue:43761", + "right": "issue:45276", + "accept": false, + "reason": "Hidden-state return regression in CLIPVisionModel and Gemma4 embedding resize propagation are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 30, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44933", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43643|issue:44496", + "issue:45563|issue:45584", + "issue:41950|issue:44016", + "issue:44964|issue:45600", + "issue:43388|issue:43688", + "issue:42907|issue:43441", + "issue:44112|issue:44964", + "issue:43673|issue:44336", + "issue:43854|issue:44964", + "issue:43295|issue:45335", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:42175|issue:44279", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:43901|issue:44496", + "issue:44351|issue:45278", + "issue:44242|issue:45200", + "issue:44016|issue:44062", + "issue:43388|issue:43827", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:43479|issue:43525", + "issue:43577|issue:45216", + "issue:43824|issue:44933", + "issue:41950|issue:45823" + ], + "prepared_review_unit_hash": "12efc491e19a9a7d25c34105d723b2b15b1d567b9ab0a88b9f6cc7731eadd812", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37273, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is dominated by unrelated Transformers regressions around model loading/imports, config handling, processor behavior, and a few training/inference edge cases. The issues are broadly version-regression themed, but the concrete root causes differ too much to collapse them into one duplicate group.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the best umbrella anchor: it explicitly frames the broader class of recent-version breakages around remote/custom-code model loading, which matches many of the other import/load regression reports in this set better than the narrower model-specific tickets.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest global representative because it is broad, clearly articulated, and open, making it a better cluster entry point than the more generic or highly model-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading/config failures, but one is missing fields with trust_remote_code and the other is an unrecognized model type; different concrete bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "One is a stale warning in generation, the other is an empty-transcription failure in Whisper; not the same code path." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both touch model-loading infrastructure, but they target different models and different failure modes (multimodal load vs auto-mapping CI breakage)." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Training/metrics loss issues in different subsystems; no shared underlying bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but saving dequantized weights and FlashAttention loading are separate problems." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI device-override test failure is unrelated to a Phi-4 model loading bug." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI formatting in loading_report are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model load failures, but they affect different models with no shared root cause shown." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "One is processor/tokenizer API regression, the other is embedding resize behavior in T5Gemma; different paths." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized-model/config issue versus an image-processor torchvision dependency regression." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is loading and the other is save_pretrained checkpoint serialization; not mergeable as one fix." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and removed config references in auto_mappings are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Processor label reduction bug and documentation mismatch for text classification are not the same underlying issue." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package extras/backend dependency composition versus a general dependency issue; too vague to unify." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize regression and Whisper empty-output failure are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a tied-embeddings warning are different concerns." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same broad model family, but save_pretrained serialization bugs on different versions and paths; not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model resolution, but one is an unrecognized remote model and the other is unwrap logic for composite multimodal configs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs wording for a pipeline is unrelated to a model-loading failure." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but 45278 is a broad symptom report while 44351 is a specific missing export; not enough evidence of one defect." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router-logit loss handling and Gemma4 token-type defaults are separate training bugs." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43827", + "accept": false, + "reason": "Metric label truncation and stale docs references are entirely different categories." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and a PEFT minimum-version bump are not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Both are regressions, but one is pipeline processor selection and the other is remote_code model loading; too broad to merge." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes, different missing/default fields, and different failure modes." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols in different modules." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 device placement mismatch are unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 31, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:43299|issue:43854", + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:32090|issue:35141", + "issue:38175|issue:44617", + "issue:41950|issue:43650", + "issue:44462|issue:45081", + "issue:43295|issue:44779", + "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:45600|issue:45712", + "issue:44521|issue:45325", + "issue:43976|issue:44987", + "issue:44462|issue:44779", + "issue:43441|issue:45834", + "issue:44261|issue:44263", + "issue:43450|issue:44279", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:43065|issue:44898", + "issue:43441|issue:44683", + "issue:44623|issue:45397", + "issue:43650|issue:45290", + "issue:44623|issue:44749", + "issue:43723|issue:44162", + "issue:43653|issue:45593", + "issue:44671|issue:44779", + "issue:43784|issue:45542", + "issue:44016|issue:45823", + "issue:44987|issue:45542" + ], + "prepared_review_unit_hash": "190b3313a6292969cc51a28456c3c840852bde0b3c5175d232b1cb353174fed3", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36944, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of Transformer v5-era regressions across tokenizers, model loading, processors, quantization, and docs; the soft edges are largely superficial similarity rather than true duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 44462 is the best representative of the shared tokenizer-loading regression theme: it is concrete, user-facing, and broad enough to anchor several nearby tokenizer-related similarities.", + "canonical_pr_reason": null, + "best_issue_reason": "44462 is the strongest issue candidate for triage because it describes a clear, actionable loading bug with a broad surface area; however, the cluster is heterogeneous, so it should be treated as a representative rather than a true umbrella duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated bugs: flash attention compilation on torch>=2.9 vs a TensorBoard/TensorFlow dependency/backend error." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and failure modes; no shared code path is evident." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue is not the same as a specific PEFT version bump to an unreleased package." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but they target different examples and different behaviors; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to token-embedding resizing and post_init reinitialization." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different models and different problems: unexpected zero probabilities vs CUDA OOM." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "A pipeline processor lookup bug is unrelated to the placeholder issue in 43650." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is repository tokenizer resolution and the other is a Mistral regex-patching crash; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor API regression and DeepSeek tokenizer output corruption are distinct issues despite both being v5 regressions." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save serialization mismatch is not the same as AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python-version compatibility break is not the same as a general dependency issue." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo/CI hygiene problems, but they touch different files and different failure mechanisms." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but assistant mask generation and temporal position-id scaling are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both are broad v5 regressions, but they affect different environments and loading paths." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer repository-resolution bug and DeepSeek tokenizer incorrect results are different concrete problems." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "A missing config epsilon in MLA layernorm is unrelated to torch.split return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to a generic dependency issue." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model loading/offload failure are different phases and different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both mention tied/output weights, but one is serialization behavior and the other is resize_token_embeddings not updating Gemma4 outputs; not clearly the same fix." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver non-default resolution failures." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention-kernel failures with different models/code paths; not mergeable as one fix." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files is unrelated to Gemma4 zero3 from_pretrained loading." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Placeholder text issue is unrelated to apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save-pretrained missing files is unrelated to a performance regression in data filtering." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both are loading regressions, but they concern different models and unrelated code paths." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction drift and DeepSeek tokenizer corruption are different model-specific regressions." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to a TensorBoard/TensorFlow packaging issue." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "A model-loading failure is not the same as a TensorBoard/TensorFlow installation error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 32, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43122", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45250", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45593" + ], + "soft_pairs": [ + "issue:44361|issue:45593", + "issue:43901|issue:43994", + "issue:43122|issue:43650", + "issue:44016|issue:44291", + "issue:44297|issue:45397", + "issue:44188|issue:44336", + "issue:43673|issue:43761", + "issue:43262|issue:44521", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:43450|issue:44617", + "issue:42491|issue:43299", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:41628|issue:43976", + "issue:43901|issue:44246", + "issue:44242|issue:45593", + "issue:43352|issue:45250", + "issue:16998|issue:22355", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:45362|issue:45375" + ], + "prepared_review_unit_hash": "884a11067081ee16a10b400b5323550cefb8986e561f09848cf64b62b2945c00", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36671, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a grab bag of unrelated regressions, import errors, model-specific loading failures, and docs/issues. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44521 is the strongest representative issue: it is a concrete, reproducible multimodal chat-template bug with active discussion and a clear user-facing failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best global anchor because it is specific, actionable, and tied to a core library workflow rather than a question or a documentation-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different models, different symptoms, and different code paths; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for text-classification is unrelated to a bad AutoModel/pipeline output regression." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior regression vs unrelated placeholder issue text; no shared underlying change." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 loading failure." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and ANSI reporting output are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache regression and CLIP hidden_states regression affect different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention apply_chat_template, but one is audio sampling-rate defaults and the other is assistant mask generation; different bugs." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with no clear shared root cause." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing config field in one model is not the same as trust_remote_code dropping fields generally." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video-shape bug and video OOM are distinct failure modes." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE variants, but the reported failures are different enough that they are not clearly the same concrete bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage import failure is unrelated to a Qwen3.5 chat crash." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading_report ANSI output and a docstring issue are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing export import error and Python version compatibility are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch and import latency are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention losses, but they are for different models and different loss conditions." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model explicitly lacking Flash Attention 2 support is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access and gemma-4 zero3 loading are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and unrecognized model config are different problems." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor selection and audio feature extraction are unrelated subsystems." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI rendering noise and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Two separate missing imports in different transformer releases; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache missing and removal of is_torch_fx_available are distinct regressions." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL export and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Interpreter-version incompatibility and a specific multimodal model load failure are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and eos_token_id configuration mismatch are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router-logit load balancing and LwDetrImageLoss AMP crash are different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a config field being dropped; not the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 33, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:45292|issue:45584", + "issue:45561|issue:45563", + "issue:45292|issue:45701", + "issue:44987|issue:45459", + "issue:43232|issue:44336", + "issue:45375|issue:45759", + "issue:43901|issue:45003", + "issue:36246|issue:43596", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:43065|issue:43408", + "issue:44995|issue:45200", + "issue:43262|issue:44246", + "issue:42886|issue:45229", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44060|issue:44077", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:45137|issue:45600", + "issue:43931|issue:44368" + ], + "prepared_review_unit_hash": "c80b29307ff74249e8134302a8a6a3a14a0b3cde58df1768a34612f9bb83d180", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37187, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated model- or subsystem-specific regressions. The only strong duplicate-like pair is the two resize_token_embeddings reports, where one is the generic bug and the other is a T5Gemma-specific manifestation.", + "confidence": 0.78, + "canonical_issue_reason": "`issue:45292` is the cleanest, most general report of the resize_token_embeddings regression and can subsume the T5Gemma-specific follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the most canonical issue candidate: concise, concrete, and broad enough to represent the shared embedding-resize bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Different models and failures: ESM2 is broken vs Gemma 4 text-only token-type defaults." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Different bug classes: position_ids buffer access vs general post-upgrade slowdown." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but one is strict loading failure and the other is silent field dropping in a different Qwen config." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression vs embedding-resize propagation; not the same underlying bug." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist file-race bug vs stale warning in paged generate; different code paths." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding update bug vs broad tokenization changes across versions; too general and not the same issue." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure vs tokenizer error masking with protobuf absent; different failure mechanisms." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs/update bug vs ANSI-color output in loading_report; unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Different config handling bugs: missing field dropped vs text_config not unwrapped in from_config." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch vs unsafe sys.modules access; not duplicates." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing class and a DeepSpeed/BertModel index error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Beit label reduction bug vs sys.modules safety issue; different subsystems." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config vs sys.modules access; distinct bugs." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is MOE weight conversion and the other is a ZeRO3 deque underflow." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel-decoder implementation detail vs model-type warning on loading; not the same bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache on second forward pass vs Gemma 4 token-type defaults; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate default bug vs intermittent slow import; different areas." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache load failure vs multi-GPU CUDA OOM; not the same issue." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 missing attribute and Qwen3OmniMoe video-input ValueError are different model bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization inconsistency vs resize_token_embeddings not updating decoder embeddings; related theme but different concrete failures." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading bug vs double optimizer step under DeepSpeed; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache vs flash-attention crash on s_aux=None; different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug vs ESM2 model breakage; not duplicates." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tied-embedding warning vs Qwen3.5 flash-attention generation failure; unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning vs patchtsmixer post_init policy; different concerns." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both mention cache, but one is chunked_prefill GenerationMixin cache and the other is serve KV-continuation indexing; not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug vs xdist race condition; unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque underflow vs removed Sam3LiteText config references in auto_mappings; different failures." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs tied-embedding warning; unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different generation/tied-weights warning issues; no shared concrete bug." + }, + { + "left": "issue:44060", + "right": "issue:45335", + "accept": false, + "reason": "Qwen3-Next tied-weights warning vs embedding resize propagation bug; not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 34, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43827", + "issue:44038", + "issue:44222", + "issue:44242", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43232|issue:43673", + "issue:43673|issue:43827", + "issue:44623|issue:45656", + "issue:43452|issue:45003", + "issue:28282|issue:30990", + "issue:44749|issue:45310", + "issue:44749|issue:45656", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:42371|issue:45092", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:42673|issue:43704", + "issue:43475|issue:44661", + "issue:45310|issue:45375", + "issue:42831|issue:44222", + "issue:41628|issue:44351", + "issue:42222|issue:45200", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:42175|issue:45712", + "issue:36010|issue:41628", + "issue:43377|issue:44242" + ], + "prepared_review_unit_hash": "8c128aa92a2df1eb0e3bb9cfb18c21387b849344742839a01903c52f1d82f495", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "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": "This cluster is heterogeneous and mostly false-positive similarity: import/export regressions, tokenizer/save/load bugs, generation/cache issues, FP8/quantization, and model-specific breakages. I did not find any soft pair that clearly describes the same underlying bug or change, so none were merged.", + "confidence": 0.66, + "canonical_issue_reason": "issue:41628 is the cleanest representative of a concrete, user-facing import/export regression; it is better scoped than the broader or more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the most straightforward and actionable bug report in the set, with a clear failure mode and a package-level symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Both mention import-related failures, but one is a nonexistent image_utils import and the other masks tokenizer errors when protobuf is absent; different code paths." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenization/decoding, but they are different model-specific regressions with different symptoms and fixes." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Save_pretrained is shared, but one is tokenizer_class metadata and the other is missing processor files; not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "These are unrelated: MLukeTokenizer task handling versus a performance regression when filtering data." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation internals, but one is sync_gpus kwargs handling and the other is chunked_prefill cache behavior; not one concrete issue." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache regression versus docs still referencing pipeline(); different artifacts and different fixes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor.save_pretrained missing files is unrelated to a deepspeed double optimizer-step bug." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "GGUF/from_pretrained loading breakage is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and sentence-transformers loading hang are different failure modes." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "A Chinese performance regression report versus a Qwen3.5 MoE from_pretrained error; no shared concrete bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering slowdown and deepspeed optimizer double-step are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failed versus GGUF loading failed; save-side and load-side issues are distinct." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 output attribute error and missing fields from trust_remote_code config are different object-construction problems." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API warning/setting guidance is unrelated to meta-init incompatibility for old remote-code checkpoints." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report is not the same as a Gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe/v5 bug versus processor.save_pretrained missing files; different subsystems." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different vision/video bugs in different model families; no shared failing code path." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but one is a top-level export missing for AutoImageProcessor and the other is a nonexistent image_utils import; different missing symbols." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash versus auto_docstring crash under future annotations; unrelated failures." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a missing config field and the other is a from_pretrained error; not enough evidence of the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different issues." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "Same title text, but the later report is a separate issue instance; no evidence they are the same underlying bug from the provided metadata." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3 video attribute error and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-related, but one is a from_pretrained error and the other is a missing config field silently dropped by strict validation." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are distinct problems." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols and likely different exports." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose breakage and Gemma-4 mm_token_type_ids handling are unrelated model-specific bugs." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE versus a Qwen3.5 Moe from_pretrained error; different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving versus missing Qwen2_5_VLForConditionalGeneration import are separate loading/saving issues." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3-VL, but the failure modes are different and model-specific." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend packaging and dummy_pt_objects cleanup are related to packaging, but not the same concrete bug or change." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: GenerationMixin versus AutoImageProcessor; not the same regression." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI batching/padding-mask correctness and load-balancing loss omission are unrelated model-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": 2, + "component_count": 16, + "review_unit_index": 35, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36331", + "issue:42175", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:44964|issue:45137", + "issue:43901|issue:45561", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43232|issue:44792", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:44060|issue:45125", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:45405|issue:45712", + "issue:42898|issue:44779", + "issue:42898|issue:44448", + "issue:44188|issue:44964", + "issue:44295|issue:45656", + "issue:43479|issue:44079", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43976|issue:44933", + "issue:43479|issue:44869", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:30333|issue:36331" + ], + "prepared_review_unit_hash": "23fbe17b8006e89b1090fd9b846fce5bbd53bfea1e3ef7529e327b1a8e55b11d", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37774, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across tokenization, model loading, generation, DeepSpeed, multimodal processors, docs, and test infra. I do not see any soft pair that clearly describes the same underlying bug or change, so all candidate merges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45812 is the most concrete and actionable bug report in the set: it describes a specific silent regression in AutoTokenizer affecting Granite models with a clear failure mode and scope.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is a strong representative issue because it is specific, reproducible, and user-facing, with a narrowly defined tokenizer regression rather than a broad or speculative report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Different failures: unrecognized model config vs pytest-xdist race in captured_info.txt." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test harness race condition is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to xdist file race." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and token embedding resize reinit are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is special-token insertion for a specific tokenizer." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation sync_gpus kwargs bug is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "One is generation kwargs updating; the other is attention-kernel divergence under torch.compile." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenization, but one is cleanup-space behavior and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel branching bug is unrelated to a docstring typo for position_ids." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to missing Qwen2.5 VL class export." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to DeepSpeed ZeRO3 deque errors." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow training-job reporting and adafactor OOM in DeepSpeed are unrelated problems." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and missing BOS/EOS on add_special_tokens are distinct tokenizer regressions." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "These are separate Qwen3 MoE issues: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and failure modes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in GLM46V is unrelated to old InternVL2 meta-init incompatibility." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning issue is unrelated to leftover dummy classes in repo checks." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Cleanup-space behavior change is unrelated to Deepseek tokenizer output regression." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup-space regression is unrelated to Pegasus CNN/DM output differences." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "Attention-kernel divergence under compile is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read bug is unrelated to optimizer stepping twice under DeepSpeed." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi-4 multimodal config init bug is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import is unrelated to leftover dummy classes causing repo checks to fail." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend packaging omission is unrelated to a removed image_utils import." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained bug and tokenizer save_pretrained class-name bug are different features." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config serialization issue is unrelated to DeepSpeed optimizer double-step." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue is unrelated to missing import from image_utils." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi-4 multimodal config initialization is unrelated to Whisper timestamp decode crash." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor save_pretrained missing files are separate save/export bugs." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "LasrFeatureExtractor center-arg regression is unrelated to auto_docstring annotation crashes." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job-reporting failure and CustomTrainer compute_loss signature mismatch are unrelated training bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 36, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753" + ], + "soft_pairs": [ + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:30333|issue:34689", + "issue:43723|issue:44977", + "issue:43873|issue:44945", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:43479|issue:43644", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:43479|issue:44913", + "issue:42886|issue:42994", + "issue:41628|issue:43824", + "issue:22355|issue:28282", + "issue:42831|issue:45310", + "issue:39401|issue:44568", + "issue:44263|issue:44373", + "issue:44945|issue:45753", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43232|issue:45593" + ], + "prepared_review_unit_hash": "07cac3b403e6da2ef43bfc87bf9abdcbb3c6ff45010e2f58cbea6a5dc1d08cc4", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36863, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly heterogeneous, with no soft pair looking like the same concrete bug/change. The closest matches are only broad subsystem overlaps (imports, tokenizers, save/load, quantization), but not true duplicates. I\u2019d use the broad v5 import-regression report as the best issue representative.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45278 is the broadest, most representative active report in this set: it summarizes widespread import failures after upgrading to Transformers 5.5.0, which is the kind of umbrella issue that can collect related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 has the widest scope among the candidates and is phrased as a general regression rather than a model-specific edge case, making it the best single issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different dependency boundaries; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config save/load metadata mismatch vs Qwen3.5 from_pretrained failure; different code paths and symptoms." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting after failed training vs model loading regression; unrelated failures." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "General tokenizer loading issue vs Qwen3.5 flash-attention generation bug; different concrete problems." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior vs pipeline-parallel output correctness; not the same underlying bug." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs a question about max_shard_size defaults; not duplicates." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer torch.split behavior vs meta-init incompatibility for old InternVL2 checkpoints; different issues." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import dependency vs MLflow reporting after failed jobs; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting vs embedding reinitialization on resize; different layers of the stack." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling vs Gemma4Processor attribute crash; different endpoints and bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA area, but one is about torch.split return values and the other about a missing ReLU; not the same change." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring issue vs RoPE implementation bug; clearly different." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/readback bug vs processor save_pretrained missing files; different subsystems." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VL chat template batching crash vs auto_docstring annotation crash; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default multimodal config initialization vs junk-filled non-persistent buffers; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Precision/config epsilon issue in MLA vs checkpoint meta-init incompatibility; different root causes." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Old InternVL2 meta-init incompatibility vs incorrect visual encoder keys on save_pretrained; different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "General tokenizer loading failure vs Gemma eos_token_id inconsistency; both tokenizer-related but not the same defect." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-transformers loading stall vs unexpected zero probabilities in SigLIP2; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config defaulting when None vs GPTNeoX rotary_pct not persisting on reload; different configuration bugs." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache tokenizer load failure vs quantized model saving failure; different operations and symptoms." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing transformer exports and different model families; not a duplicate." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module vs missing PyTorch dependency for AutoModel; unrelated import failures." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 from_pretrained error; different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs add_special_tokens BOS/EOS omission; both tokenizer issues but not the same underlying behavior." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer runtime behavior vs a wrong docstring; not comparable as duplicates." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output correctness vs a Qwen3_5 image-specific infinite loop; unrelated model/runtime bugs." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe bug; different concrete failures." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing is_offline_mode import vs a broad set of import errors after upgrade; related theme, but not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command vs sentence-transformers import NameError; different code paths." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache load failure vs wrong tokenizer decoder type in v5; different problems." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update bug vs D-FINE auxiliary-loss 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": 2, + "component_count": 16, + "review_unit_index": 37, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45600" + ], + "soft_pairs": [ + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:43756|issue:44060", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:44704|issue:45290", + "issue:44295|issue:44297", + "issue:43122|issue:44514", + "issue:43232|issue:45245", + "issue:43784|issue:45600", + "issue:43723|issue:44779", + "issue:42907|issue:43937", + "issue:44261|issue:44373", + "issue:43723|issue:44442", + "issue:41628|issue:45278", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:43232|issue:44743", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:39401|issue:44488", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:39401|issue:44521" + ], + "prepared_review_unit_hash": "31195dcd1eab70b57c175ac13922474e725cc22d638aef908c6940a213c2319f", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36386, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous transformer bugs rather than one duplicate cluster. The only plausible soft duplicate is a tokenizer-loading regression in v5 (43723 \u2194 44442); the rest are too different in model, subsystem, or failure mode.", + "confidence": 0.68, + "canonical_issue_reason": "No single true canonical issue spans the whole set. If forced to anchor the closest duplicate subgroup, issue 43723 is the best candidate because it is the broadest report of a v5 AutoTokenizer loading regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the most general, symptom-focused tokenizer-loading regression among the items, so it is the best canonical anchor for the one likely duplicate subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split return-value bug are unrelated subsystems and symptoms." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is a tokenizer registry bug; cached_file kwargs forwarding is a processor loading bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific problems: missing RoPE layers vs an incorrect tied-weights warning." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang and a Mac bus error are different failure modes on different models." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and pipeline-parallel output correctness are not the same code-path problem." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor kwargs propagation and chat-template tool-call crashes are distinct issues." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a buffer-backed position_ids tensor and tokenizer_class metadata mismatch are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer behavior change across versions and batched chat-template crashes are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwarg handling after sync_gpus and a category-count limit error do not match." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and broken Sam3LiteText mappings are separate import/regression reports." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers in v5, but one is a loading failure and the other is incorrect tokenization output." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failures and invalid GenerationConfig errors are different problems." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config bug in q_a_layernorm and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": true, + "reason": "Both describe AutoTokenizer.from_pretrained loading failures in v5; 44442 looks like a model-specific instance of the same loader regression." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A missing exported symbol and broad post-upgrade import errors are too general to treat as the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 model-type warning and a missing fpn_position_embeddings attribute are different SAM3 issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "The DSA indexer ReLU discussion and the GLM-5 RoPE implementation bug are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression and all-zero assistant masks in multimodal chat templates are different manifestations." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation state handling after sync_gpus and recurrent-state reset in modular_qwen3_5 are distinct code paths." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 training degeneration are not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output failure and Gemma 4 token-type defaults are separate issues." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure and Phi-4 multimodal load failure are different model-level bugs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe breakage and tokenizer save metadata mismatch are not the same underlying issue." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "A tokenizer regression and Deepseek tokenizer incorrect results are both tokenizer-related, but not the same concrete failure." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe bugs and FP8 save_pretrained moe bugs are different concrete problems." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache exports are distinct import errors; do not merge just because both are import failures." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer and a model-loading failure for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training and multi-label example-script output are different bug classes." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset-mapping corruption and zero assistant masks in multimodal apply_chat_template are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well-grounded in the packet and stays conservative on the soft-edge calls. The lone accepted pair, issue:43723 \u2194 issue:44442, is supported by both titles describing AutoTokenizer loading failures in v5. The remaining verdicts generally avoid overclaiming duplicate status across clearly different subsystems or failure modes. 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": 2, + "component_count": 16, + "review_unit_index": 38, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43381", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43066|issue:44779", + "issue:22355|issue:28218", + "issue:42907|issue:44222", + "issue:43992|issue:44704", + "issue:43122|issue:44977", + "issue:43784|issue:45446", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43493|issue:45753", + "issue:42831|issue:45753", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:38617|issue:45278", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:22355|issue:29127", + "issue:43827|issue:45446", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:43450|issue:43986" + ], + "prepared_review_unit_hash": "2ffcc3414d5763dc574eef5bd9a7ec0ee6e36ec848d299bf38a3f37685943cb4", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36737, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly heterogeneous, with many unrelated Transformers v5 regressions, import errors, tokenizer bugs, and model-specific failures. No soft pair is a clear duplicate; the best representative issue is the broad import-regression report (#45278).", + "confidence": 0.41, + "canonical_issue_reason": "#45278 is the broadest and most umbrella-like issue in the set (\u201cmany import errors after update\u201d), so it is the most plausible canonical bucket for near-duplicates in this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the most generally applicable report and the best representative of the overall v5 upgrade/import-regression theme, even though the cluster is not truly cohesive.", + "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 issue and the other is a from_pretrained/load error; not the same concrete bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and different code paths." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is decoder-type selection and the other is Deepseek output correctness; too different to merge." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Completely different problems: ONNX module import vs extra whitespace after added tokens." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both touch model saving, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE save_pretrained; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "One is a specific encoder weight-loading omission, the other is AutoProcessor not forwarding kwargs; different layers and failures." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression vs flash-attention generation failure; no shared concrete code path." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Both are import/version-related crashes, but they are unrelated dependency checks and missing imports in different modules." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but invalid GenerationConfig and RoPE implementation are distinct bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and different failure modes: broken vitpose models vs Ministral-3 flash-attention failure." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance vs a missing image-processor method; unrelated issues." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Version-compatibility complaints, but one is a Python version support issue and the other is a PyTorch version check bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different multimodal models and different symptoms; no evidence of the same underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3_5 image infinite loop are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer-argument handling vs post-train evaluate failure; not the same defect." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug vs pipeline() error-message/docs inconsistency; different surfaces and causes." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen MoE and v5, but one is a broad bug report and the other is a specific from_pretrained regression; not clearly the same code-path issue." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "MoE-related but one is FP8 save_pretrained and the other is a load/from_pretrained failure; different operations." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example output vs SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validity vs a stale warning in paged generate; different bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Trainer/FSDP optimizer-state corruption vs missing GenerationMixin cache in chunked prefill; unrelated subsystems." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A qwen3_omni_moe helper-function behavior issue vs a flex_attention version-check bug; no shared code path." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "#45278 is a broad import-regression umbrella, but #38617 is a specific missing symbol import; not enough to treat as the same underlying bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer correctness regressions, but they affect different model families and different behaviors." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs wrong offset_mapping; related domain but not the same concrete failure." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs flash_attention crash on s_aux=None; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No relation beyond both being issues; completely different components and symptoms." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs/pipeline-removal issue vs flex_attention version-check bug; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs incorrect output under pipeline parallelism; different training/inference problems." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation problems with no shared concrete implementation failure." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue vs PyTorch version check bug; different dependencies and failure modes." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batch shape bug vs AutoProcessor crash without torchvision; both video-related but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 39, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43577", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:44117|issue:45081", + "issue:42673|issue:45072", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44291|issue:45071", + "issue:42222|issue:45542", + "issue:44484|issue:45310", + "issue:42175|issue:42222", + "issue:43937|issue:44496", + "issue:43408|issue:43742", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:44964|issue:45278", + "issue:43012|issue:43577", + "issue:43066|issue:43122", + "issue:42371|issue:44261", + "issue:43874|issue:44261", + "issue:38617|issue:44220", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:42222|issue:45459", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:42371|issue:42831", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:43931|issue:44038" + ], + "prepared_review_unit_hash": "bbe176138eb06c257ac83c911d90e9ef865d038b159890a0bc44461864254b08", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37454, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformers regressions and feature requests. The soft pairs mostly share only broad subsystem keywords (tokenizers, imports, Qwen, flash-attention, GLM, dtype), not the same concrete bug or change, so I reject all soft matches.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella-style regression report in the set, so it is the best representative issue, but it still does not truly canonically cover the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-adjacent failures, but one is a missing mapping/None-handling problem and the other is a Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Different bug classes: a multithreaded VRAM leak versus a bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both involve tokenizers, but offset_mapping corruption is not the same as post-processor not updating after runtime special-token changes." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different import failures for different symbols; no indication they stem from the same code path." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "One is missing projections in qwen3next; the other is a Qwen3.5 Moe from_pretrained load error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degradation and save_pretrained checkpoint corruption are distinct problems." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized handling and PretrainedConfig type-checking are unrelated regressions." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to the TensorFlow backend being absent from a torch-only install." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question does not match a Qwen3.5 Moe loading failure." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Package dependency/backend installation issue versus a broken model implementation; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation and missing model_type in config.json are different loader failures." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning between sam3 variants is unrelated to a MobileLLM key error." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Same endpoint family, but a general request rejection is not the same as a streaming-inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both mention optimizers, but ignored SGD args and double optimizer.step() under deepspeed are different defects." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Specific Phi-4 multimodal load failure versus a broad multi-import regression report; not the same underlying issue." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a warning about float32 precision during compile; the other is incorrect dtype propagation when loading Blip2." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder-type mismatch and changed tokenization behavior are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings API guidance and MLA rms_norm_eps precision mismatch are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch counting support is not the same as a layernorm epsilon precision issue." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol and an audio feature-extraction bug are different code paths." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different failure modes; no single shared bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size behavior and Qwen3.5 Moe from_pretrained loading are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage is unrelated to tokenizer errors hidden by protobuf exception handling." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in GLM-MoE indexing is not the same as the GLM-5 RoPE implementation question." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "A removed config helper and unexpected position-id keys are separate regressions." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash-attention, but one is a model-specific failure and the other is a training-quality regression." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Different warnings for different models and different causes." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PretrainedConfig type checking are unrelated issues." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression has no connection to TensorFlow backend installation behavior." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API settings and FineGrainedFP8 accuracy are distinct performance/precision topics." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in multithreaded Qwen3ForCausalLM and flash-attention generation problems are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "No concrete evidence that the isolated reproduction of issue 38071 is the same VRAM leak problem." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Weight-shape mismatch for Qwen3-VL-30B is not the same as the Qwen3.5/Qwen3-VL-Moe issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 40, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43452", + "issue:43502", + "issue:43577", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45561", + "issue:45588" + ], + "soft_pairs": [ + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:43976|issue:44945", + "issue:43874|issue:44263", + "issue:43408|issue:44368", + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:42673|issue:43577", + "issue:44704|issue:45103", + "issue:43097|issue:45588", + "issue:44038|issue:44410", + "issue:44964|issue:45071", + "issue:43931|issue:44410", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:45341|issue:45561", + "issue:43986|issue:45290", + "issue:43986|issue:45372", + "issue:43986|issue:45341", + "issue:43097|issue:43901", + "issue:42617|issue:45341", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:45341|issue:45588" + ], + "prepared_review_unit_hash": "0813b3a0ae7c98e6694039745e719b7307619cd3a745f79851a6dd999488c7a8", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37409, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated Transformers bugs with only superficial overlap around v5, loading, and import paths. None of the soft pairs look like the same underlying bug or change, so all candidate merges are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43097 is the most umbrella-like v5 regression report in this set, with broad downstream impact and enough generality to serve as the best representative anchor among the listed issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43986 is the most concrete and actionable standalone bug report here, with a specific crash path and clear reproduction-oriented framing, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model crash without torchvision vs a save_pretrained shard-size question; different bug classes." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer-mapping None bug vs a model-loading failure for a specific repo; no shared root cause." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Config construction bug in SwitchTransformers vs PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings warning/regression vs gguf tokenizer/model loading breakage; not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python compatibility problem vs incorrect pipeline-parallel outputs; different failure modes." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch API vs torch.split return handling in a different model component." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "sam3 model-type warning vs tie_word_embeddings warning in Qwen fine-tuning; only superficial warning overlap." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention training degeneration vs large-category runtime limit; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different ImportError targets from different packages and code paths." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP/PEFT optimizer-state bug vs Liger Kernel application issue; not the same concrete path." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing Qwen3Next projections vs missing Qwen3_5MoeVision config field; different model/config defects." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Importing different missing symbols from different modules; no evidence of one underlying breakage." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword collision vs tokenizer mapping assumption failure; unrelated tokenizer bugs." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders vs dtype not propagating on load; different symptoms and paths." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "cached_file kwargs forwarding vs auto_docstring annotation crash; unrelated internals." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config flag removal/warning vs flash_attention None-aux crash; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs Qwen3Next layer projection omission; different model families and defects." + }, + { + "left": "issue:44964", + "right": "issue:45071", + "accept": false, + "reason": "Model load failure for Phi-4 multimodal vs config type-checking regression; no common code path." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen VL weight-shape mismatch vs missing projections in Qwen3Next; distinct load vs architecture issues." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA layernorm epsilon precision issue vs GLM-5 RoPE implementation discussion; not duplicates." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model loading failure vs a testing utility bug; completely different areas." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network calls vs missing embed token weights on load; different loading bugs." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model torchvision crash vs tokenizer mapping None; unrelated failures." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "tie_embeddings config removal vs quantization/offloading issue; only broad v5-era overlap." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder type warning vs reproduction of another issue; not the same concrete problem." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Different testing-utils bugs: captured_info helper issue vs xdist race on captured_info.txt." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline docs mismatch vs inability to save Pipeline objects; different symptoms and fixes." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load vs shard-size question; unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utility bug vs flash_attention crash on None auxiliary output; different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 41, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44220", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45290", + "issue:45341", + "issue:45381", + "issue:45440", + "issue:45753" + ], + "soft_pairs": [ + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:42886|issue:43381", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43531|issue:45341", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43064|issue:44380", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:36010|issue:42757", + "issue:44220|issue:44655", + "issue:43756|issue:44485", + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43906|issue:45753", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43352|issue:43976" + ], + "prepared_review_unit_hash": "0bfb4674e1e3139d15900aebe6f19b2095b9e91c895376e3bf4fe81a68075026", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37730, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous; the soft pairs mostly share only broad subsystem or symptom-level similarity, not the same concrete bug/change. I would not merge any of the proposed soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a defensible canonical for this set; the items are unrelated regressions, import errors, model-specific failures, and API behavior changes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42886 is the strongest standalone representative because it is a narrow, reproducible regression with a clear trigger (HF_HUB_OFFLINE=1) and expected behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different problems: a bfloat16 compile warning versus a Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Unrelated symptoms: precision warning versus a tie_word_embeddings warning in a fine-tuning workflow." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and different failures; no shared concrete code path." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading bug versus gradient checkpointing in eval mode; unrelated behavior." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "One is about saving dequantized models, the other about an image-specific infinite loop." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized/dequantized model saving and the other is Pipeline.save_pretrained." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Sliding window handling in Qwen3-MoE is unrelated to a testing_utils bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different xLSTM training bugs versus a BeitImageProcessorFast label-reduction bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions API rejection and batched chat template crash are different request-path bugs." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Precision warning versus compiled flex_attention failure; not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are missing different symbols from different modules." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL MoE loading bug versus fp8 support request for a related but distinct model/configuration." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one affects attentions and the other hidden_states; different concrete failures." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import failure in configuration_utils is unrelated to local_files_only network requests." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different chat-related crashes with different inputs and failure points." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but one is Qwen3VL MoE model loading and the other is a sorted state_dict load error." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat completion request handling and Qwen2.5-VL video position IDs are separate bugs." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to GPT2 attention scaling being ignored by SDPA/FlashAttention." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to Pipeline.save_pretrained behavior." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different attribute errors on different model configs/outputs; not the same underlying bug." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both touch serialization/loading, but one is a sorted state_dict load issue and the other is a save_pretrained regression for Qwen3.5." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both concern saving, but one is quantized model saving and the other is saving Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "A Flash Attention support limitation for Nemotron is not the same as GLM-5 GenerationConfig validation failure." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type mismatch and video vision_position_ids are different regressions." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different modules; too broad to merge." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction issue versus Pipeline.save_pretrained; unrelated code paths." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "RoPE layer mismatch in Smollm3 is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "A torch.split indexing issue is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-attribute errors, but on different configs and different attributes." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "A reproduction of an older issue is unrelated to a Qwen3.5 image-specific infinite loop." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config vocab_size and MoE load-balancing loss are unrelated bugs." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Gemma3Config missing vocab_size and glm-4v-9b loading failure are different issues." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL MoE loading and an image-triggered infinite loop are different failure modes." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention 2 support for one model is unrelated to a Python version compatibility problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 42, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44117", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:44380", + "issue:44380|issue:45479", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:43064|issue:44492", + "issue:43618|issue:44380", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:44360|issue:45440", + "issue:43064|issue:44655", + "issue:36296|issue:43575", + "issue:44077|issue:44380", + "issue:43867|issue:44484", + "issue:28282|issue:33453", + "issue:43618|issue:44857", + "issue:43618|issue:45588", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:44655|issue:44938", + "issue:43901|issue:44938", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43010|issue:44075", + "issue:42890|issue:45341", + "issue:44222|issue:45125" + ], + "prepared_review_unit_hash": "d831f6e17c6b296d9f12be13caf32b68eaa6bc5e6c3a45016437e787c8a3e134", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36916, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports. The only soft-duplicate candidate I\u2019d accept is the import-time slowdown pair, where one issue identifies a likely root cause and the other reports the same slow `import transformers` symptom.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 41669 is the stronger canonical: it identifies the concrete cause (`import *` in model modules) behind the import-time slowdown, while the paired issue only reports the broader symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41669 is the best issue anchor for the cluster because it is the most specific, actionable description of the only apparent duplicate pair and captures the underlying regression more clearly than the symptom-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are `from_pretrained` failures, but they involve different models and different missing pieces; not the same concrete bug." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both mention FlashAttention, but one is model support for Ministral and the other is GPT-2 attention scaling behavior; different code paths." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported FlashAttention for Nemotron is a different problem from GPT-2 attention scaling being ignored." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "These are unrelated: one is attention backend config handling, the other is a classification loss degeneracy issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A generic load-state_dict issue is not the same as a missing config field being dropped by strict serialization." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe `import transformers` being slow; 41669 points to a plausible root cause for the same import-time regression." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption and a cache-strategy typo are unrelated bugs." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions not being assigned is unrelated to GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "These are different model-specific issues; one is unsupported FlashAttention, the other is a Qwen3.5 MoE load failure." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Running compiled Python files and a Python 3.13 `@torch.jit.script` parsing failure are different failure modes." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "A missing `vocab_size` attribute in one config is not the same as `TOKENIZER_MAPPING_NAMES` returning `None`." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Seed-related test flakiness and an xdist race on a captured-info file are different testing issues." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "A removed config flag and FlashAttention support for Nemotron are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load-time state_dict ordering problems are not the same as incorrect keys being saved for Qwen3.5 vision encoders." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility complaints, but they target different versions and different loading failures." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different missing/loading behavior; not a duplicate." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer math bug is unrelated to DeepseekV3MoE diverging from its remote implementation." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Optimizer-state corruption in training is unrelated to saving Pipeline objects." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training state corruption and TP-related OOM during model loading are different problems." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "A `post_init` policy change for patchtsmixer is unrelated to GPT-2 attention backend behavior." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State-dict load ordering and the default `max_shard_size` in `save_pretrained` are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-not-found import error and tokenizer-loading regression are different failure classes." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Missing CLIP attentions and an AMP/CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention only indirectly; the concrete failures and affected code paths differ." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attention output behavior is unrelated to Qwen3.5 generation issues under flash-attention." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SamHQ integration test and a Phi-4 multimodal load failure are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects and Python 3.14 import/load failure are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Documentation mismatch for a pipeline parameter is unrelated to a Python 3.14 loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different test failures in different areas; no shared underlying bug is evident." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test flakiness and broken auto-mapping references to removed configs are separate CI issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline-download behavior and an `AddedToken()` argument error are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "A `torch.no_grad` decoration request for cache updates is unrelated to SGD argument handling." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A specific seeding-related test failure and a vague testing_utils bug are too different to treat as the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is FP8 save_pretrained behavior and the other is tensor-parallel planning; different fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the one accepted soft edge is conservative enough: 41669 and 44246 both concern slow `import transformers`, with 41669 plausibly identifying a root cause for that same import-time regression. The other pairwise rejects also stay appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 43, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45656" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:30333|issue:33453", + "issue:43723|issue:44556", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:44222|issue:44230", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:43010|issue:45656", + "issue:43299|issue:44556", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:38617|issue:43576", + "issue:43010|issue:43976", + "issue:41628|issue:42548", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:43010|issue:43232", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "33c7f8e105cc15d1258506d56c930c141fc262e9133a9769a83538690b402848", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38567, + "estimated_input_tokens": 9642, + "estimated_eval_tokens": 19540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, with a loose theme around v5 import/loading regressions. I did not find any true duplicate soft-edge pairs; most are different symbols, model families, or unrelated bugs. The broadest representative issue is the open 5.x import-regression report.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45278 is the best umbrella issue because it broadly captures the main recurring theme in this cluster: multiple import/load breakages after upgrading to Transformers 5.5.0.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative and reusable issue for this cluster since it is broad, current, and adjacent to several other import-regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are missing different symbols (`PreTrainedModel` vs `HybridCache`) and likely stem from separate export paths." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "One is about `local_files_only=True` still making network requests; the other is a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "These are unrelated symptoms: compiled-Python-file errors versus a data-filtering slowdown after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different concrete failures: missing `_tp_plan` for tensor parallelism versus a generic `from_pretrained` error." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang for Sentence Transformers is not the same as documentation confusion about `input_ids` and `past_key_values`." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a tensor-parallel plan issue and the other is a missing config field being dropped." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM and checkpoint reload compatibility are different failures with different code paths." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is a cache `update()` no-grad issue; the other is a broad import-regression report." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job status reporting and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and reloading old checkpoints are both load-related but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update decoration and a tie-word-embeddings warning are different behaviors." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "`local_files_only` network calls and FP8 MoE save-pretrained behavior are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger-kernel application in `model_init` is unrelated to a DSA indexer missing ReLU." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "`local_files_only` API calls and the placeholder 'racoon' issue do not match." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and a missing image-patch helper in GLM46V are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both involve FP8/MoE, but one is about saving models and the other about inference support." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job reporting and tensor-parallel training are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file execution errors and saving Pipeline objects are different failures." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors do not match the `PretrainedConfig` type-checking regression." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing `pipeline()` and the unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are separate model-loading problems." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache update no-grad and optimizer stepping twice under deepspeed are different training-loop bugs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading and old-checkpoint reload compatibility are not the same concrete issue." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing `is_offline_mode` import and the `transformers env` command failure are different code paths." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken `transformers env` command and `PretrainedConfig` type checking are distinct issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "`transformers env` and missing `Qwen2_5_VLForConditionalGeneration` import are different failures." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The 'racoon' issue is not related to Gemma-4 audio positional encoding." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about `forward` arguments is unrelated to an import error for `layer_type_validation`." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Different symptoms: missing module import versus the `transformers env` command being broken." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no-grad and Python-version compatibility are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are missing imports from `transformers`, but they are different missing symbols and likely separate export regressions." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken `transformers env` output and missing `HybridCache` import are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs being ignored has nothing to do with the unrelated 'racoon' issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and text-classification pipeline docs are different topics." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "No-grad decoration for cache updates is unrelated to a generation kwargs update bug after `sync_gpus`." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Missing `AutoImageProcessor` import and compiled-file execution errors are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and `reduce_labels` returning only one label are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "A precision error from missing `rms_norm_eps` is unrelated to a missing ReLU in the DSA indexer." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files and a generic bug report are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 44, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753" + ], + "soft_pairs": [ + "issue:44273|issue:45003", + "issue:44273|issue:45542", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:44373|issue:44961", + "issue:44556|issue:45092", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:43673|issue:44492", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44393|issue:45478", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:42371|issue:44492", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:43827|issue:44492", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704" + ], + "prepared_review_unit_hash": "89244b67ec7b1cc8370e396657507fe2e9dcda471799cd3814dfe0cfe42083b0", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 41364, + "estimated_input_tokens": 10341, + "estimated_eval_tokens": 20938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grab bag of Transformers issues: a few import/lazy-loading/v5 loading regressions, several unrelated model-specific bugs, and some docs/tests noise. None of the soft-edge pairs look like true duplicates or the same fix.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44273 is the broadest umbrella issue in the import/lazy-loading subset and is the closest thing to a representative user-facing problem here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the most general, cluster-shaped issue; the rest are narrower regressions or unrelated bugs, so it is the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading failure vs unsafe sys.modules access; different code paths and symptoms." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading bug vs undefined TF backend from optional deps; unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL failures: 2D box output error vs image-specific infinite loop." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "v5 env command breakage vs checkpoint reload incompatibility; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3 model bugs: Qwen3-VL-Moe from_pretrained vs tensor-parallel plan missing." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output bug vs PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from import * vs missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Wrong docstring vs unrelated placeholder issue; no shared bug." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both version-related, but one is checkpoint reload after upgrade and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passthrough vs inverse_sqrt scheduler kwargs; different APIs." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both about import/lazy-loading, but one is slow import and the other is broken lazy loading." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 model-type mismatch vs Liger Kernel not applied with model_init; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version incompatibility vs Qwen3-VL bounding-box bug; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error vs Qwen3-VL output bug; different models and failures." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "env command breakage vs scheduler kwargs handling; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch vs generic bug report; no evidence of same issue." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer error vs generic bug report; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression; different code paths." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked prefill cache regression vs typo in cache strategies; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * slowdown vs HybridCache import failure; same broad area, different concrete bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-performance issue vs a testing_utils bug; unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bounding-box bug vs Qwen3.5 Moe from_pretrained error; different models." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-time slowdown vs cache-strategy typo; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel/model_init issue vs flash_attention_3 degenerate training; distinct failures." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init validation vs tied-weight-key AttributeError; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward-doc confusion vs tokenizer loading regression; different layers and bugs." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import slowdown vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance issue vs cache-strategy typo; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs tied-weight-keys crash; different subsystems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Both touch v5/loading UX, but env command breakage and lazy loading are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Completely unrelated model/discussion topics." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report provides no concrete overlap with the Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs referencing pipeline() vs cache-strategy typo; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3-VL timestamp calculation vs GLM-5 RoPE implementation; unrelated model bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp bug vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import slowdown vs VRAM leak in multithreaded dataloaders; different problem." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docstring confusion vs Llama 3.2 vision loading regression; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docstring confusion vs missing flash_attention utility import; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel/model_init bug vs InternVL2 meta-init incompatibility; same general theme, different bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model-specific issues: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance vs VRAM leak; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage vs Qwen3VL timestamp miscalculation; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug vs processor save_pretrained missing files; different APIs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp bug vs multithreaded VRAM leak; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Repeated pair: timestamp bug vs GLM-5 RoPE implementation; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 45, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-390", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468" + ], + "soft_pairs": [ + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43704|issue:44998", + "issue:43525|issue:44861", + "issue:41669|issue:44998", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44360|issue:44998", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "b55dbd18922d0ca7d673764fcb9fd818360d51a07c6b24ebf318fbb0d117461a", + "component_budget": { + "node_count": 390, + "item_count": 390, + "soft_pair_count": 1471, + "serialized_chars": 757026, + "estimated_input_tokens": 189257, + "estimated_eval_tokens": 378770 + }, + "budget": { + "node_count": 26, + "item_count": 26, + "soft_pair_count": 21, + "serialized_chars": 20886, + "estimated_input_tokens": 5222, + "estimated_eval_tokens": 10700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: the soft-similarity links span unrelated topics (model config bugs, tokenizer regressions, training/runtime issues, and generic docs/tooling). None of the suggested soft pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue fits the whole set; the items are too heterogeneous to represent one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:31515 is the broadest and most connected report in the set, so it is the closest thing to a cluster anchor, but it still only matches a small loading/checkpoint subset.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different model-specific bugs in unrelated code paths: DSA indexing vs Gemma4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device-mismatch CI bug is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon handling and Gemma4AudioRelPositionalEncoding are separate model issues." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading is unrelated to a testing_utils bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizers/v5, but one is a general behavior regression and the other is a specific decoder-type mismatch; not clearly the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwarg handling is unrelated to the irrelevant 'Unemployment' issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key extraction crash is unrelated to apply_chat_template tool-call handling." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "Qwen3 VRAM leak and the unrelated 'Unemployment' issue do not match." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key extraction." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-* performance cleanup is unrelated to the irrelevant 'Unemployment' issue." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key extraction." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to the irrelevant 'Unemployment' issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are different failures." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer ReLU omission is unrelated to the irrelevant 'Unemployment' issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen3/VL inference support and missing processor.save_pretrained files are different problems." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowdown is unrelated to tensor parallel training bugs." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "A load-speed issue and documentation confusion about inputs/past_key_values are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained error are different code-path failures." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading is not the same as a tokenizer loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching missing audio-model support is unrelated to Qwen3/VL FP8 inference support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "de1ad279c01f4aead7efa6716b4b57fb4355759620fd8501afe4e8ccb61b484d", + "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 different community support requests in the same broad theme, but they target separate features and code paths: Flash Attention 2 support vs GGUF support.", + "confidence": 0.98, + "canonical_issue_reason": "Not a duplicate cluster: the issues request different architecture-support features and do not appear to be the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a better duplicate representative; they are separate feature requests rather than one shared problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Flash Attention 2 support and GGUF support are distinct features with different implementation 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": "issue", + "component_index": 4, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "2bf1ca977a1ceffa3ca94c29db0f4675d57a099e69b04f64dffc802b877ce30d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all highly similar docs-translation issues, but only #27088 is concrete (Turkish). The other three are generic template-style placeholders, so I would not collapse them as the same underlying issue based on the available evidence.", + "confidence": 0.83, + "canonical_issue_reason": "#27088 is the only specific, language-filled report ('Translating docs to Turkish'); the others are placeholder/template variants without enough concrete detail to prove they are the same request.", + "canonical_pr_reason": null, + "best_issue_reason": "#27088 is the best representative issue because it is specific, actionable, and not just a template placeholder.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Titles are similar, but one is specific Turkish and the other is a generic placeholder; not enough evidence they are the same translation request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same broad docs-translation theme, but the placeholder title does not establish the same underlying language or request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "The generic template title could refer to any language, so it should not be merged with the specific Turkish issue without clearer matching details." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are template-style translation issues, but the available evidence does not prove they target the same language or exact request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical templates are not enough to treat them as the same issue; the concrete translation target is missing." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "These look like repeated template instances, but there is no concrete evidence they refer to the same underlying translation task." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:36879|issue:37015", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "1c93c6037b731821f6ac2f23739edf57c5bc676331b321b8ca222476bd0aad3c", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20704, + "estimated_input_tokens": 5176, + "estimated_eval_tokens": 10608 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20704, + "estimated_input_tokens": 5176, + "estimated_eval_tokens": 10608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it\u2019s a loose family of distinct model-addition requests. The strongest near-neighbors are the Qwen3 audio support issues, but most other items are clearly different models/modalities (vision, OCR, detectors, BERT-like text models, etc.). Similarity appears driven mainly by a shared request template.", + "confidence": 0.96, + "canonical_issue_reason": "If one issue must represent the cluster, issue #43837 is the most central/connected request and is phrased as a broad support proposal. It still isn\u2019t a true umbrella for the rest, but it is the best cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43837 has the highest apparent soft-similarity centrality and sits closest to the only genuinely related subcluster (audio support requests).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families: EuroBert vs DEIMv2. Same request pattern, not the same bug/change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT config addition vs Qwen3-TTS audio support; different modality and code path." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR model; unrelated models despite similar wording." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different architectures and would require different implementations." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object detection model vs audio model; not the same underlying change." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Detector addition vs weight-sparse transformer architecture request; distinct code paths." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model targets and modalities." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vision model vs Qwen3-TTS audio support; clearly separate requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT text model request vs Qwen3-ASR audio support; not a duplicate." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and a sparse transformer request are different model additions, not one code-path fix." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text model vs LFM2.5 Audio model; different domains." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model families; same pattern only." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model requests with different implementation surfaces." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; distinct underlying changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture vs OpenAI weight-sparse transformer; different model implementations." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture vs ModernVBERT models; different families, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different models and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vs Qwen3-TTS; one is a detector-style model request, the other audio TTS support." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are unrelated beyond the general request template." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT text/vision model request vs Qwen3-TTS audio support; different code changes." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs generic BERT-like RoPE support; related theme but not the same concrete issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are different model families and changes." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are the closest pair, but they are still distinct speech models with different support paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS vs Voxtral TTS: same modality, but different models and no evidence of one shared fix." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support request vs DeepSeek-OCR2 model add; different modality and implementation." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Audio TTS support vs sparse transformer architecture request; unrelated change." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR audio support vs EUPE perception encoder request; different model and task." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio models; not a single duplicate issue." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B vs SAM3-LiteText are different model families and tasks." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer proposal vs EUPE encoder request; separate architecture changes." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support vs sparse transformer proposal; different model targets and code paths." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are distinct speech models; not mergeable as one PR/issue." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT text model request vs Voxtral TTS support; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR audio support vs DeepSeek-OCR2 model addition; different modality and implementation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "7bce94b722d7d8a4d9c0f0789756aac88904616b2638d8f777db3b6e19533900", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely similar by wording; they describe distinct bugs across different models/components, so I would not merge any of the soft pairs as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "43668 is the most self-contained, narrowly scoped issue here, but it is not actually a duplicate of the others; it is just the clearest representative of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "43668 has the cleanest single-action fix framing (a config type-hint mistake) and is the most concrete issue in the group, making it the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different problems: Llama4 norm semantics vs a ModernBERT config type annotation." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both touch loss-related code, but one is about an unused ignore_value and the other about kwargs not being forwarded; not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss handling and tokenizer regex warnings are unrelated code paths." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Different components and fixes: model loss behavior vs a quantization-string typo." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "No concrete overlap beyond being model issues; one is a loss-parameter bug, the other a config type hint issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Forwarding kwargs to a loss function is unrelated to correcting a config field's type hint." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config typing error is not the same as a tokenizer regex warning regression." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "These are different typo-type issues in different areas, with no shared underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "c9e9479a23ca8a55240bfc63820206636873fb055beabaa0ecfeb018763b1ee0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not appear to describe the same underlying bug or change: one asks for block decoding, the other for DeepSeek v3.2 model support.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43037 is the more concrete feature request, but it is not a duplicate of #41084.", + "canonical_pr_reason": null, + "best_issue_reason": "#43037 is the better representative issue because it states a specific external model-support request, while #41084 is a separate decoding-related ask.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different scopes and code paths: block decoding vs DeepSeek v3.2 support. They do not look like the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "e167fde6d97bb04f11d217fc2b1e17fa3479b4786ccf1227aff4293e24988313", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both about custom trainers in Trainer, but they describe different problems: one is about `remove_unused_column` and configurability, the other about FLOPS estimation for custom trainers. I do not consider them duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43598 is the cleaner representative because it states a specific Trainer behavior (`remove_unused_column`) and a concrete customizability concern.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the more focused issue to keep as the representative Trainer customizability report; 43600 is a separate FLOPS-estimation problem.", + "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: one concerns column removal/customizability in Trainer, the other concerns estimating FLOPS. No shared code-path problem is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "d89213433c427d935aadb6c88da895cebb3d92dc8fdd7f16a880c32bc86290eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They involve different model families and different auto-class APIs.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the broader and more central API-registration request, so it is the better canonical issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 best represents the broader model registration gap; #44405 is a separate, narrower model-class support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families (Qwen3-Omni vs Qwen3.5) and different target APIs (AutoModel/AutoModelForConditionalGeneration vs AutoModelForSequenceClassification); not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "00231f0d479a8781a620b3577ee282a5250009c70c58a8e19246a5870f8106ee", + "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": "This cluster looks like low-signal issue noise: three near-identical closed issues titled \"huggingface \" and one unrelated closed issue titled \"Fett\". The repeated \"huggingface\" issues are the closest match, but there is not enough actual problem description to confidently treat them as the same underlying bug report; the \"Fett\" issue appears separate.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43845 is the best issue representative because it is the earliest of the three identical \"huggingface \" reports and can stand in for that mini-cluster if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best overall issue candidate: it is one of the repeated identical titles and is earliest, while issue:43835 does not fit the same apparent topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared content beyond weak similarity; no evidence they describe the same bug or change." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "\"Fett\" is unrelated to the repeated \"huggingface\" reports; insufficient evidence of a shared underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No meaningful overlap besides generic soft similarity; appears to be a different issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Titles are identical, but there is no body detail or target evidence to confirm the same underlying bug report, so do not merge." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Very similar placeholder titles, but no substantive description or explicit linkage showing the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title pattern, but not enough concrete evidence to conclude they are duplicates of the same report." + } + ] + }, + "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": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "e7bbcd8b951d2ca0d8ad3044817f16d05da184122403928beede05b8329ab211", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains only spammy or generic placeholder issues with no real bug/change details. There is not enough substantive evidence to treat any pair as the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the only non-placeholder title, but it is still too vague to act as a canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just \"\" placeholders; no concrete bug or change is described." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are just \"\" placeholders; no concrete bug or change is described." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One item is spam and the other is a generic documentation suggestion; no clear shared underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" are unrelated low-signal posts, not the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation suggestion is not the same underlying item as a spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A vague documentation suggestion is not the same underlying item as a spam placeholder." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "They share the placeholder title \"\", but there is no evidence of a real common bug/change to dedupe." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated promotional-looking title; no common issue is evident." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated promotional-looking title; no common issue is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "9ddbcf0b465ec598fb5e394d43695536f3fb1dcfd2cc2aca2da2694a6c50be9a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These closed issues are highly similar and likely refer to the same proposal, but the packet only exposes title-level similarity plus a soft-similarity signal, not the full bodies. #45145 is the better canonical issue because it was created earlier and already has one inbound reference.", + "confidence": 0.9, + "canonical_issue_reason": "#45145 is the earlier of the two and has an inbound reference, so it is the best representative among these highly similar issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue to keep as the representative item because it predates #45151 and already has some linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "The issues have identical titles and a soft-similarity signal, so they likely describe the same underlying proposal. However, the evidence is limited to metadata/title similarity, so this should be treated conservatively as a likely duplicate rather than a proven one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical-issue choice is grounded (#45145 is earlier and has one inbound reference), but the duplicate summary overstates the evidence. The packet only shows identical titles and a soft_similarity signal; it does not provide body text, and there is at least one metadata difference (inbound references, discussion activity). Please phrase the relationship more conservatively rather than as a definite duplicate with no differentiating metadata." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "890dbd0fdb68e3b06e9497e839d856c363107b8050d9b81c43fe936741da6cad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern 4-bit inference with bitsandbytes, but they describe different failures: one is a Gemma4 audio-module dtype/finfo TypeError, the other is a BitsAndBytesConfig skip-modules regression that removes the default lm_head exclusion and triggers an AssertionError. They are related by area, not the same bug.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45674 is the better representative because it states a clearer, more general configuration regression in 4-bit inference with an explicit causal mechanism and likely broader impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the strongest standalone report here: it names the concrete failing behavior, the triggering config field, and the affected inference mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Same broad 4-bit/bitsandbytes area, but different root causes and symptoms: Gemma4 audio-module torch.finfo on uint8 weights vs. llm_int8_skip_modules clearing the default lm_head exclusion. Not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "8c64f10158c95dc58d66f1158d5427c3f5d4605f42fe2a3338b96d58c47cecbb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear unrelated: both are closed, empty-body issues that look like personal-name/date entries rather than the same bug report. I would not cluster them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical representative; both are essentially standalone spam/placeholder entries with no technical content to anchor a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles contain different personal names and different dates, with no shared bug description, code area, or issue target; they do not appear to describe the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "53f6e19a969e1068ad7c98c35d86bb49a1e848f883916359e664f415cc0d3522", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues look like unrelated low-information reports with different names and dates; there is no evidence they describe the same bug or request.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45764 is slightly more suitable as canonical only because it has the earlier timestamp, but it contains no actionable content.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45764 is the best available issue representative by chronology, not by substantive detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles differ by person/name and date; there is no shared description, target, filename, or other evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 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-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45795" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43823|pull_request:45795", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "9168ee145853d6467a866b02d1c892f9c28c69d1f94f18832bec19781b0f1559", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35205, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs. The only genuine duplicate/overlap is the pair of `fixed_cross_entropy` patches, which target the same code path and same issue; all other pairs are just broad topical similarity or shared subsystem noise.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43254 is the cleanest representative of the only real overlap: it updates `fixed_cross_entropy` to accept supported kwargs (`weight`, `label_smoothing`) in the same file and for the same issue target as the other patch.", + "best_issue_reason": null, + "best_pr_reason": "PR #43254 is the best global anchor for the cluster because it is the most directly aligned with the only true duplicate pair and has the clearest, broader description of the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features: a Videoprism model addition vs an Executorch dynamic-shape test. No shared code-path bug or mergeable single change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different artifacts: tokenizer API additions for MistralCommon vs adding the MobileLLM model. Similarity is only generic model/tokenizer work." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method addition vs Executorch export test; unrelated changes and not the same underlying bug or feature." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs adding a new model implementation. Same broad area, but not the same concrete change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs adding MobileLLM. No overlap in code path or fix intent." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy helper fix vs Mistral4 test/model changes. Different issue and different subsystem behavior." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test vs Mistral4 fixes. Both are tests-focused but address unrelated problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch exportability test vs new MobileLLM model. No shared bug or code path." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs config resolution order fix. Unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs Falcon output-capture refactor. Same area of Transformers, but not the same concrete change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill/docs. The skill PR is tooling/documentation, not the same code-path fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor vs Mistral4 tests. Different models and different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model adjustments vs a layernorm renaming migration. Unrelated patches." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 tests vs docs for audio/video processors. No shared underlying bug or change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 changes vs `cls.config` resolution ordering fix. Different code paths and purposes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model test fixes vs the model-creation skill draft. Not the same artifact type or bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model implementation vs tooling/skill scaffolding. Only superficial topic overlap." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "New model implementation vs docs updates for audio/video processors. Not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch `src/transformers/loss/loss_utils.py` to extend `fixed_cross_entropy` with supported kwargs (`weight`, `label_smoothing`) for the same issue target. They are functionally the same fix and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate is PRs #43251 and #43254, which both modify `src/transformers/loss/loss_utils.py` for issue target 43240. The rest of the pairwise rejections are conservative and consistent with the evidence (mostly broad topical similarity without shared files or targets)." + }, + "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": "aa50d60bc45291d6729835ea44cc9d75899276b79192dc3c36e0223c6b803e5c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same VibeVoice area, but they are not duplicates: one adds the base VibeVoice model/docs, while the other adds VibeVoice Realtime plus acoustic-tokenizer work and extra generation/runtime changes.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "42781 is the broader and more recent VibeVoice submission, covering realtime support and the acoustic tokenizer in addition to the core model work, so it is the better representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "42781 best represents the cluster because it subsumes the base VibeVoice integration and extends it with the realtime/tokenizer stack; 40546 is a narrower earlier model-only PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files do not mean the same change: 40546 is core VibeVoice model/docs, while 42781 adds VibeVoice Realtime and the acoustic tokenizer with additional generation changes. These are related but not the same concrete fix and would not cleanly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 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": "590150e26e4f6c24925dc59929a83531271014d5bfc50755f538332100d8e4d7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated feature additions: one adds covariate forecasting for TimesFM, the other adds DINOv3 image classification support. They do not fix the same code path and should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the changes target different models and different features, with no overlapping bug or implementation path.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the cleaner representative of its own feature area: a focused DINOv3 image-classification addition with a concrete model/code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different components and behaviors: TimesFM covariate forecasting vs. DINOv3 image classification. They are not the same underlying change and could 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": 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": "e4c2c41d2ed203152364fe537989e12dcfe1e5965a859355bc479e2cfd646f9c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10428, + "estimated_input_tokens": 2607, + "estimated_eval_tokens": 5470 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10428, + "estimated_input_tokens": 2607, + "estimated_eval_tokens": 5470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs, not duplicates. They share Transformers integration scaffolding, but each targets a different model family and codepath.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: DeepSeek OCR, Isaac, and Kimi2-6 are distinct additions with separate configs, processors, models, and tests.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication; if forced to pick a representative, Kimi2-6 is the broadest integration, but it still addresses a different model than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model families and different changes: DeepSeek OCR vs Isaac. Shared auto/docs scaffolding is not enough to treat them as the same PR." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 are separate model additions with different files and features. They do not fix the same concrete code-path 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": 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": "63d4614cc38dac6411b0de51232e02a426697c6a54d24ac5d3cd36da4562f937", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two distinct GitHub Actions maintenance PRs: one is a Node 24 compatibility sweep for workflow actions, the other is a separate bump of Docker/build-related actions to newer versions. They overlap in workflow files but address different dependencies and migration goals.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:42975 is the better canonical PR because it has a clearer, narrower purpose: upgrading workflow actions specifically for Node 24 compatibility across CI/review-related workflows.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:42975 is the strongest representative of the cluster because its title and diff show a concrete compatibility-driven maintenance change; 42976 is a separate version-bump PR focused on Docker/build actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: these are not the same underlying change. 42975 is a broad GitHub Actions upgrade for Node 24 compatibility, while 42976 specifically bumps docker/build-push-action and a few other actions to latest versions. Shared workflow files alone are not enough to merge 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": 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-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "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", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "5bc024c69eb0b45bbab5ae2b9cd2c007ebc689ad156493d5fc93fb79317db6ce", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23507, + "estimated_input_tokens": 5877, + "estimated_eval_tokens": 12010 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23507, + "estimated_input_tokens": 5877, + "estimated_eval_tokens": 12010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No true duplicates here. The soft edges are only superficial similarity between separate model-addition PRs, plus one unrelated distributed-loading PR; all candidate duplicate links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster mixes unrelated additions for different models/features (Molmo, Molmo2, Lfm2 Audio, CTSM, PP-OCRv6, and pipeline-parallel infra), so there is no shared underlying change.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick one representative, PR 43451 is the most substantial and central model-addition PR, with the broadest implementation footprint and highest review activity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo) and different code paths; same docs/auto registry patterns are not enough to duplicate them." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo2); overlap is only generic model-registration scaffolding." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families (ViT NEPA vs CTSM); similar auto/docs edits do not indicate the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model additions with separate implementations, tests, and docs." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; shared repo plumbing is too broad to merge as duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different models with different architectures and files; not the same underlying change." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 Audio model support and PP-OCRv6 text recognition support are unrelated additions." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel loading infrastructure is unrelated to PP-OCRv6 model support; they do not fix the same code-path problem." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6 are different model families; only broad model-registration files overlap." + } + ] + }, + "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-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "b4a05a0f7a6256d446468512b1e51a158963fff84e2a99bfe82fab38b79c6abb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: two are test-focused Whisper/vision items, while one is a substantive FP8/model-loading fix. The cluster appears to be a mixed set of unrelated pull requests rather than one underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44815 is the most substantive and concrete change: it fixes model-loading/FP8 code paths with supporting integration updates, rather than only touching tests.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44815 is the strongest standalone PR in the set because it addresses a specific code-path bug and includes the broadest coherent fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-oriented, but they target different model areas and the diffs do not indicate the same concrete bug or a single mergeable fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test changes are unrelated to the FP8/model-loading dequantization fix; they do not share a concrete code-path problem." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test changes and an FP8 dequantization fix are unrelated changes; shared broad testing/cleanup similarity is not enough to treat them as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 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-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "c266fb875774090e80f4643194134adf228659a5a328edc4dff187bd1631b8a0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both test/demonstration changes, but they target different behaviors and code paths: one is about a bad version format/repo-bot check, the other is about workflow/comment CI behavior and diff display. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43488 is the better canonical PR candidate because it is narrower and more self-contained, centered on the version-format/repo-bot check. PR 43532 spans multiple workflows and testing utilities, making it broader and less representative.", + "best_issue_reason": null, + "best_pr_reason": "PR 43488 is the best overall PR in the cluster for triage because it has a clearer, single-purpose change and a tighter code path than PR 43532, which is a broader workflow/testing showcase PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: 43488 adjusts packaging/versioning and a Vit test, while 43532 rewrites workflow automation and related test/notification files. Shared Vit test filename is incidental, not evidence of 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": 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": "d2e5526a4441fd7d16aabf4ea06e230b08b6f82530a6371a2447be3163cb7d92", + "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 closely related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share infrastructure and docs, but target different tasks and model paths, so they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader representative: it covers a larger set of model integrations and tests, making it the better anchor for this cluster even though it is not a duplicate of 43612.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the strongest single representative because it has wider code and test coverage across multiple segmentation backends; however, it still addresses a different feature than 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline features and task targets (concept vs visual segmentation) with different model/test coverage; they are not the same concrete code-path change 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": 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": "f90ac6a55bf8746821490695e9f48b27f2b679e7e7e9b1947a4f671ad0e2347b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same file but implement different Trainer extension points: one changes gradient-accumulation loss scaling, the other changes signature-based column filtering. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "If one must be chosen as the cleaner representative, PR #43651 is the more self-contained change, but it is not a duplicate of #43663; they address different trainer behaviors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and goals in trainer.py: #43651 adds a hook for loss scaling during gradient accumulation, while #43663 adds a hook for signature-column filtering. Shared file alone is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "dcc93991e1bb75d6d07503e429beebbaf9e2ce67cab96665200303aca21999d3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR #43842 is the clearest match for the `TypeAdapter` NameError fix in `src/transformers/cli/serve.py`. PR #43836 appears to be the same underlying annotation/import workaround, while #43656 is a broader annotation-cleanup change and is not evidenced strongly enough to treat as the same bugfix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the most precise fix: it directly addresses the `TypeAdapter` NameError by moving the import under `TYPE_CHECKING` and stringizing the annotation, with the smallest and most explicit diff.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative because its title and diff both directly describe the runtime `TypeAdapter` name-resolution failure, making it the clearest canonical fix for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "This diff only shows broader `from __future__ import annotations` / annotation cleanup in `serve.py`; it does not explicitly show the same `TypeAdapter`-focused runtime fix as #43842, so the evidence is too weak to treat them as the same change." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs target the same `TypeAdapter` name-resolution problem in `serve.py`, and the shown edits are plausible variants of the same fix: deferring the annotation and typing import to avoid runtime evaluation." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The 43842 assessment is well grounded, but the soft-edge handling is not conservative enough. For 43656, the packet only shows a broader `from __future__ import annotations` / annotation-cleanup diff in `serve.py`; it does not explicitly show the same `TypeAdapter`-focused change that 43842 makes, so claiming it is the same bugfix and mergeable with 43842 is stronger than the provided evidence supports. The 43836 pair is better supported, but one overconfident soft-edge verdict is enough to reject. The summary also slightly overstates by saying all three PRs target the same `TypeAdapter` NameError when only 43842 explicitly shows that in the diff preview." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44059|pull_request:44068", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "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:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "62360561d12498d237939c11892f555bfd1d012cce85bdc1edb09628f211eb57", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76933, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a broad standardized output-tracing sweep across unrelated model families. Only the GPT-J/CodeGen duplicates and the GPT-Neo duplicates look like true same-change overlaps; the rest are just similar refactors in different code paths.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the shared output-tracing refactor work: it directly targets the GPT-J/CodeGen implementation path, is explicit about the standardized decorator approach, and overlaps with the other accepted GPT-J/GPT-Neo duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best single representative for the cluster because it has the clearest concrete implementation of the recurring output-tracing change and the strongest linkage to the duplicate GPT-J work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same high-level theme, but different model families and different concrete code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families; this is not the same bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both refactor the same GPT-J output-tracing code path, and one is a broader version of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Both are standardized output refactors, but for different backbone models and not one concrete shared fix." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and no shared code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Unrelated model implementations despite a shared refactor theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and different underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target the same GPT-Neo output-tracing refactor on the same model family." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and not the same concrete change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families; only the refactor style is similar." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "Different model families and different output code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo is a different model family from GPT-J/CodeGen." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and no shared bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "Both are refactors, but on different model families and different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 output tracing is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and different output paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are not the same underlying fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families and different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "Different models and no shared concrete bug." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are unrelated model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBERT are not the same fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is the broader combined version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both cover the same GPT-J tracing refactor and could be merged as one change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families; only the refactor pattern overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 do not share the same concrete fix." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated model implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different concrete changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it correctly treats most pairs as theme-level similarity across different model families, while carving out the GPT-J/CodeGen and GPT-Neo overlaps as the only plausible same-change clusters. The accepted soft-edge verdicts are conservative and look mergeable into single PRs 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": 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": "3b555afeb8678382e6a86f4960aaa845619190549f5a1376fedb64059a4e77d7", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13065, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs form a loose thematic cluster around migrating model forwards to the new standardized output-capture utilities, but they are model-specific refactors rather than the same underlying bug or change. I would not deduplicate any of the soft pairs.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best representative of the cluster: it has the clearest concrete scope, an explicit issue link, and a substantial diff showing the standardized output-capture migration in one model path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone candidate because it is explicitly tied to issue 43979 and cleanly scopes the refactor to SpeechT5 output tracing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same broad refactor pattern, but different models and code paths (VisualBert vs TextNet); they are not the same concrete change and would not be merged as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate output tracing, but MPNet and VisualBert are separate model implementations with independent edits, so this is not a duplicate change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Shared utility migration theme only; MPNet and TextNet touch different model logic and are not the same underlying fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "Both are per-model output-tracing refactors, but RegNet and SqueezeBert are unrelated code paths and not mergeable into a single PR." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "They target different models and different forward signatures; the overlap is only the standardized output-capture pattern, not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "7b32d32ec2eff306543243f3fc5d11cf5d59456d51cf456020d03833ed61b47d", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40159, + "estimated_input_tokens": 10040, + "estimated_eval_tokens": 20336 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40159, + "estimated_input_tokens": 10040, + "estimated_eval_tokens": 20336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of similar output-tracing refactor PRs, but they target different model families and code paths, so they are not duplicates of one another. I rejected all soft edges because the common theme is too broad for PR deduping.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most substantial representative of the cluster: it spans two related Mamba implementations and introduces the output-capture helpers, making it the clearest anchor for the shared refactor theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest single representative of this group, with the broadest and most explicit output-tracing refactor among the listed PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and code paths; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model implementations; shared output-tracing wording is too broad." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Timm backbone vs Mamba are different code paths and refactor targets." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; no evidence of the same concrete bug or fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated implementations despite similar refactor intent." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and model behavior; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 classification backbone vs DepthAnything depth models are different code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model stacks; same tracing refactor theme only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and speech encoder-decoder are unrelated changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are different model families and fixes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different concrete code paths; only the refactor pattern matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder vs Mamba are unrelated implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different tasks and model internals; not the same underlying issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated code paths, despite similar output handling changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models and forward signatures; no shared concrete bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs DepthAnything are different architectures and fixes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet segmentation and RWKV are different implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; shared tracing refactor theme is too broad." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba and SuperPoint do not fix the same code-path problem." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba-style recurrent models vs CodeGen are distinct code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything models vs VisionEncoderDecoder are different subsystems." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth-estimation models and speech encoder-decoder are unrelated changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are different vision models with different code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are unrelated implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth estimation and DPR retrieval models are not the same underlying bug or change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated model code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder variants and different concrete implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint do not share a single fixable code-path issue." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families; shared output-tracing refactor wording is insufficient." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech encoder-decoder and RWKV fix different code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder and DPR are different model implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated model families." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR do not appear to fix the same concrete problem." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different code paths; same refactor theme only." + } + ] + }, + "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-44646-2", + "nodes": [ + "pull_request:44646", + "pull_request:45824" + ], + "soft_pairs": [ + "pull_request:44646|pull_request:45824" + ], + "prepared_review_unit_hash": "c414498bf625f1ff849c8df521123aa6bb17caaebddc5d82b05acea7480de923", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4988, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4988, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are near-duplicate typo cleanups for \"seperate\" -> \"separate\", but PR 45824 is a broader multi-file comment-only sweep and PR 44646 is a smaller overlapping subset. For strict PR deduping, I would not merge them as the same concrete change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45824 is the better canonical representative because it covers the typo fix across more affected files and subsumes the overlapping edits seen in PR 44646.", + "best_issue_reason": null, + "best_pr_reason": "PR 45824 is the strongest standalone PR in the cluster: it is the more complete version of the same typo cleanup and spans all overlapping targets plus additional affected models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44646", + "right": "pull_request:45824", + "accept": false, + "reason": "Same typo theme, but these are comment-only cleanup PRs with different scopes; 45824 is a broader batch rather than the same single change, so they should stay separate under strict PR triage." + } + ] + }, + "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-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": "42d489244868a0b9bbdb7f1f852593f04438d6c6e9aa56df552577ba93a454a1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share generic scaffolding files from adding new model integrations, but they do not target the same concrete code change or bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model implementations and different code paths: PenguinVL vs Voxtral TTS. Shared auto/docs files are just standard model-registration boilerplate, not the same fix." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model additions for unrelated models (PenguinVL vs DeepSeek-OCR-2). Overlap in docs/auto registry files reflects template integration work, not one underlying change." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model-support PRs with different implementations and tests. They cannot plausibly be merged as one duplicate 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": 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-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "38521e52697b214ea9fe218bb59740c934893f7298a67450a2e0ec42d7c85773", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are both about fusion, but they address different layers of the stack: #44979 introduces a generic module-fusion API, while #45363 wires a specific KernelConfig-based n-to-1 kernel fusion flow into model loading/integration. They are related infrastructure, not duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the more concrete, end-to-end feature PR with explicit integration points and a usage example; #44979 is a broader API scaffold that could support many future fusion mechanisms.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the best representative of the cluster because it delivers a specific, testable fusion path rather than only defining a reusable API surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different change sets and code paths: #44979 adds a new generic module_fusion API module, while #45363 implements KernelConfig-driven n-to-1 fusion across modeling/integration files. They are related by theme but not the same concrete fix/change, and would not plausibly merge into one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "816fce9d7b10c37555cfcb7cc453ebb23c1ed9f8083964fbfe1221f82897c0e7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same concrete AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file. PR 45317 is the stronger canonical choice because it is the more complete follow-up, with a clearer title and added test coverage.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR: it fixes the same code path as 45086 but is more complete and specific, and it adds tests in addition to the source change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR candidate because it contains the same fix plus test coverage and a more explicit description of the failure mode.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same file/function; the diff is effectively the same fix, with 45317 just adding tests and polish. These could 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-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "f8e9303440715e92d9b6727cefd5b03cd0e1c59228c54d78a90e8381b53a0b38", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both touch NemotronH internals, but they are not duplicates: #45115 is a narrow inheritance/conversion-mapping refactor, while #45569 is a broader model-splitting and documentation update for NemotronH dense/sparse variants. They overlap in files because #45569 builds on the same model family, not because they fix the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the better canonical PR because it is the more complete, user-facing change: it introduces the dense/sparse model split, updates auto-mapping, docs, and tests, whereas #45115 is a narrower internal refactor.", + "best_issue_reason": null, + "best_pr_reason": "#45569 best represents the cluster\u2019s main direction and scope; #45115 is a smaller precursor refactor and not a substitute for the larger implementation change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same underlying change: #45115 only adds conversion/mapping and inheritance refactors, while #45569 creates separate NemotronH dense/sparse model packages, docs, and test updates. They could not plausibly be merged as one single PR without conflating distinct tasks." + } + ] + }, + "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-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "881c28c5a8bfd935ee44e153f427bc9fbc780b3d3433f653b74f335c9f64aee3", + "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": "The two PRs are related heterogeneous-modeling work, but they are not the same change: PR 45333 adds per-layer config support, while PR 45332 adds broader model/cache integration that builds on it.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45333 is the more foundational and self-contained change: it introduces the heterogeneous per-layer configuration API, whereas PR 45332 depends on that idea and extends into modeling/cache behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 45333 is the best representative of the cluster because it is narrower and establishes the core config mechanism; PR 45332 is a larger follow-on integration rather than a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but distinct PRs: one adds heterogeneous config support, the other adds heterogeneous model/cache support. They share infrastructure but do not fix the same concrete code-path problem and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "5e414bf499d7c8976be5178eb04d2e0ed361c956eaf8fc1b0a32eef8cf24c5b7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-focused PRs, but they address different scopes: #45415 is a broad type-checking sweep across many `src/transformers/*.py` files, while #45425 adds specific typing protocols/helpers around `_typing.py` and modeling utilities. They are related in theme, not the same change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the more focused, concrete typing change; #45415 is a broad repo-wide type-checking cleanup rather than the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best representative because it has a narrow, specific code change and a clearer mergeable scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing theme and some overlapping files are too broad; one is a type-checking sweep, the other adds typing protocols/helpers. They do not fix the same concrete problem and 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": 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-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:45836" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45836" + ], + "prepared_review_unit_hash": "c5288973bf12fa988e7b1975a6f5e46f1f356126171e26e9b8c8b991f72b8f67", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4722, + "estimated_input_tokens": 1181, + "estimated_eval_tokens": 2618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4722, + "estimated_input_tokens": 1181, + "estimated_eval_tokens": 2618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one fixes a real model-parallel/device placement bug in AltCLIP/ChineseCLIP code, while the other only skips an invalid MiniCPM-V test. The soft similarity is superficial and should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the substantive code fix: it patches device placement in model-parallel forward paths across AltCLIP/ChineseCLIP-related model files, addressing an actual runtime bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best representative of the cluster because it changes production code to fix a concrete model-parallel issue; PR 45836 is only a test skip with no shared bug/change scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45836", + "accept": false, + "reason": "Different underlying problems and change types: 45487 fixes device handling in model code, while 45836 just disables a failing test for MiniCPM-V quantized cache compatibility. They could 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": 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": "475f21378b0a178cda8a5ead73b5c8a3abf3306b6d3bda77e6973e1c8dc1f698", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related to expert-parallel/distributed loading, but they fix different bugs and should not be merged as duplicates. 45548 is about preserving EP config during Accelerate + ZeRO-3 loading, while 45662 prevents expert parameters from being overwritten during FSDP2 shard wrapping.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate here; the PRs target different failure modes and different load paths, so neither should be treated as the same change.", + "best_issue_reason": null, + "best_pr_reason": "If a representative is needed, 45662 is the stronger one because it fixes a concrete parameter-loading overwrite in the core code path and has the broader, more explicit runtime impact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern EP/distributed loading, but 45548 fixes config serialization and EP detection for Accelerate+ZeRO-3, while 45662 fixes a separate FSDP2 rank-0 broadcast overwrite in parameter assignment. Different bugs, not 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": 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": "9c56c8a14903d1e3eed4711f029d764178371753e5f5d552677ff8fd03a2aca5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist collision problem for captured_info debug artifacts; one is a narrow fix, the other adds the CI-side log aggregation needed to handle multiple per-worker files.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe file split in `testing_utils.py` and also updates CI/reporting to consume `captured_info*.txt`, making it the more complete implementation of the fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest standalone PR: it addresses the underlying collision bug and the downstream log-preservation path, so it is the most complete and mergeable change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: unsafe shared `captured_info.txt` output under xdist. PR 45645 appears to extend the same fix with workflow changes to read multiple per-worker files, so they are closely related enough to cluster as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "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 + } + ] +} diff --git a/snapshots/20260508T060024Z/analysis-runs/hybrid-model-20260508t060024z/manifest.json b/snapshots/20260508T060024Z/analysis-runs/hybrid-model-20260508t060024z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..13abedbe48ac142b1f237069280377e84d351106 --- /dev/null +++ b/snapshots/20260508T060024Z/analysis-runs/hybrid-model-20260508t060024z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260508t060024z", + "artifacts": { + "hybrid": "snapshots/20260508T060024Z/analysis-runs/hybrid-model-20260508t060024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260508T060024Z/analysis-runs/hybrid-model-20260508t060024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-08T06:10:57Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260508T060024Z", + "variant": "hybrid" +} diff --git a/snapshots/20260508T060024Z/manifest.json b/snapshots/20260508T060024Z/manifest.json index 934ab97fe5ed289cc36d19534c645bbe31f249a4..7a04af892924dc3ad70a2a745e703361d2c5fde6 100644 --- a/snapshots/20260508T060024Z/manifest.json +++ b/snapshots/20260508T060024Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 266 }, "extracted_at": "2026-05-08T06:00:24Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260508t060024z", + "runs": { + "hybrid-model-20260508t060024z": { + "analysis_id": "hybrid-model-20260508t060024z", + "artifacts": { + "hybrid": "snapshots/20260508T060024Z/analysis-runs/hybrid-model-20260508t060024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260508T060024Z/analysis-runs/hybrid-model-20260508t060024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260508T060024Z/analysis-runs/hybrid-model-20260508t060024z/manifest.json", + "model": null, + "published_at": "2026-05-08T06:10:57Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260508T060024Z", "watermark": {