diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 00f86a6e0b067f94de30c57a5cfa7839ffebde71..883849349661dda925879f6e836b17aa9f4a8bdd 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": "20260505T180037Z", - "generated_at": "2026-05-05T18:11:38Z", + "snapshot_id": "20260506T000041Z", + "generated_at": "2026-05-06T00:10:47Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,204 @@ } ] }, + { + "cluster_id": "cluster-43656-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43824, + "canonical_pr_number": 43656, + "issue_numbers": [ + 43824 + ], + "pr_numbers": [ + 43656, + 43836, + 43842 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43836, + "code_similarity": 0.36, + "size_similarity": 0.176, + "file_overlap": 1.0, + "area_overlap": 0.051, + "patch_similarity": 0.048, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ] + } + ] + }, + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + }, + { + "left_pr_number": 43836, + "right_pr_number": 43842, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1422,76 +1620,6 @@ } ] }, - { - "cluster_id": "cluster-43824-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43824, - "canonical_pr_number": 43836, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43836, - 43842 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 43836, - "right_pr_number": 43842, - "code_similarity": 0.332, - "size_similarity": 0.088, - "file_overlap": 1.0, - "area_overlap": 0.033, - "patch_similarity": 0.017, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1989,6 +2117,16 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43656-4", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43836, + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -1998,15 +2136,6 @@ "target_issue_number": 43698, "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43824-3", - "canonical_pr_number": 43836, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." - }, { "cluster_id": "cluster-43979-11", "canonical_pr_number": 44007, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 51984c45edbedc035427b77083653f02b400f902..08228e0c6459eb7a482c91db91fcb891f722b07b 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": "20260505T180037Z", - "generated_at": "2026-05-05T18:11:38Z", + "snapshot_id": "20260506T000041Z", + "generated_at": "2026-05-06T00:10:47Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -26,46 +26,46 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "a33f53d72c84a46287e31bd14534b3d1a12b893380ba468170543a7c327c78d0", + "prepared_review_unit_hash": "6c3c5e65eff60cc5b20b5ab9c96923baf80e6e48dfb46342fc8a23c331967af0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not look like duplicates of the same underlying bug. #16618 is a generic model-loading failure, #15980 is specifically about a bad error message when trying to download a private model without being logged in, and #13244 is about Tapas tokenization differing from TensorFlow code. The soft similarity appears too weak to merge any pair.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical duplicate stands out because the topics are different; if one had to be chosen, #16618 is the broadest user-facing model-loading issue, but it does not actually match the others.", + "summary": "These appear to be three separate issues: a Tapas tokenization mismatch, an authentication/error-message problem for private model downloads, and a generic model-loading failure. I don\u2019t see strong evidence that any pair is the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the most central and generally phrased issue in this set, so it is the best representative only in a very loose sense; however, it should not absorb the other two as duplicates.", + "best_issue_reason": "Issue 16618 is the broadest model-loading report, but it still doesn\u2019t clearly subsume the other two and I would not use it as a duplicate target with confidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different bugs: Tapas tokenization parity vs a generic inability to load bert-base-uncased. No shared concrete code path is evident." + "reason": "Tapas tokenization behavior and failure to load bert-base-uncased are different code paths and different problem classes." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Related to model downloading/loading at a high level, but one is an auth/error-message problem for private models and the other is a model load failure for bert-base-uncased; not the same underlying bug." + "reason": "One is specifically about the error message for private-model auth failures; the other is a generic model-loading failure for a public model, so they do not look like the same bug." } ] }, @@ -196,8 +196,8 @@ "issue:39290|issue:43531", "issue:41093|issue:43638", "issue:43425|issue:45070", - "issue:45362|issue:45464", "issue:43792|issue:45070", + "issue:45362|issue:45464", "issue:43404|issue:43866", "issue:45464|issue:45685", "issue:43541|issue:45685", @@ -206,20 +206,20 @@ "issue:44841|issue:45084", "issue:41093|issue:41762" ], - "prepared_review_unit_hash": "ac890ac22fb4706343b6c9a8caec1d8cb7f902f4f978b41f9ce38968ed8a907e", + "prepared_review_unit_hash": "8fcb5656f880ad7789164ec2969facbcd7942c2e8d9e352213b2bb892c2c24ee", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 67, - "serialized_chars": 47122, + "serialized_chars": 47121, "estimated_input_tokens": 11781, "estimated_eval_tokens": 23818 }, @@ -228,360 +228,480 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; only the DeepSpeed ZeRO-3 index-out-of-bounds reports look like true duplicates. Most other pairs are unrelated model-specific runtime errors or separate documentation issues.", - "confidence": 0.78, - "canonical_issue_reason": null, + "summary": "The cluster is mostly heterogeneous. The only clear duplicate family is the DeepSpeed ZeRO-3 \"index 0 is out of bounds for dimension 0 with size 0\" loading bug around Bert/related model init; the rest are separate model-, docs-, or hardware-specific issues.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43638 is the best canonical issue because it captures the shared ZeRO-3 empty-index failure in the broadest way and has the clearest duplicate neighborhood (notably issue:43596, and closely related to issue:41762).", "canonical_pr_reason": null, - "best_issue_reason": "issue:41762 is the best representative of the one coherent duplicate thread: a generic DeepSpeed ZeRO-3 loading failure that also appears in the BertModel reports.", + "best_issue_reason": "issue:43638 is the strongest representative of the only real duplicate cluster in this set; the other issues are either different bug classes or too loosely related to merge confidently.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions inference error." + "reason": "Both are Qwen3.5-related, but one is a missing config attribute and the other is a streaming chat/completions failure; different code paths." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated backends and symptoms: AMD GPU support vs MPS histogram int error." + "reason": "Different failures: AMD GPU runtime problem vs MPS histogram op not implemented for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Mistral-3 dtype mismatch in preprocessing vs GPT-OSS failing on AMD GPUs." + "reason": "Different bugs and model paths; one is an autocast dtype mismatch, the other is GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to the AMD GPU crash." + "reason": "Both mention dtype/GPU behavior, but the concrete failures and model paths differ." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model/backend problems with no shared concrete code path." + "reason": "Different model-specific failures; not the same underlying bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure is not the same as the AMD GPU issue." + "reason": "Different models and symptoms; one is NVFP4 runtime error, the other is AMD GPU compatibility." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Different subsystems: DeepSpeed collective mismatch vs ModernBERT ONNX export." + "reason": "DeepSpeed collective mismatch vs ONNX export failure are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are unrelated." + "reason": "Different model/export/runtime issues; no shared concrete code path." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different model/pathology: ONNX export vs auto device mapping CUDA assert." + "reason": "ONNX export bug vs device-mapping CUDA assert are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they target different removed docs references and are not the same change." + "reason": "Both are v5 docs cleanup topics, but they reference different removed docs content and are not the same issue." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ModernBERT export error and GenerationMixin import error are unrelated." + "reason": "ONNX export issue vs GenerationMixin import error are unrelated." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are index-style errors, but one is ZeRO-3 model loading and the other is a mask/tensor shape mismatch." + "reason": "Both are index/mask-shape errors, but the reported failures differ and do not clearly point to one bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different concrete failures: ZeRO-3 Bert loading vs mask/index shape mismatch." + "reason": "Same as above: both are index-related errors, but not enough evidence they are the same underlying defect." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "Different failures; one is a mask/index shape mismatch, the other is a MoE tensor-parallel issue." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping bug and tensor shape mismatch are different issues." + "reason": "Tokenizer mapping/new-model utility bug vs a tensor mask/index mismatch; unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "DeepSpeed collective mismatch and ZeRO-3 loading index error are different bugs." + "reason": "Both involve distributed setups, but the concrete failures are different." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds loading failure for Bert-model variants; one fix could plausibly cover both." + "reason": "Same ZeRO-3 empty-index failure during Bert model initialization/loading; effectively the same bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/save inconsistency are separate model-behavior issues." + "reason": "Different model/output correctness issues; not the same bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy dispatch and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Liger kernel cross-entropy routing vs GPT-OSS MoE tensor-parallel failure are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error is unrelated to LoRA merge/load mismatch." + "reason": "Different model/runtime problems; no shared code path evident." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as the mask indexing error." + "reason": "Activation checkpointing/FSDP tensor-size mismatch is different from the mask/index error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed errors with different code paths and symptoms." + "reason": "DeepSpeed weight-dimension error vs collective mismatch are different failures." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert loading bug is unrelated to GPT-OSS tensor parallelism." + "reason": "Bert/ZeRO-3 loading bug vs GPT-OSS MoE TP issue are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch and CustomTrainer signature change are unrelated." + "reason": "FSDP checkpointing mismatch vs CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 loading bug is unrelated to GPT-OSS TP failure." + "reason": "Different model families and failure modes." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model families and different failure mechanisms." + "reason": "Mistral dtype mismatch vs GraniteMoEHybrid invalid method are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding_window_pattern/vLLM issue is unrelated to the Mistral tokenizer regex crash." + "reason": "Gemma3 vLLM config attribute issue vs Mistral tokenizer patch crash are different bugs." }, { "left": "issue:43828", - "right": "issue:44292", + "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and Qwen NVFP4 crash are different problems." + "reason": "Autocast dtype mismatch vs MoE tensor-parallel issue are not the same bug." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 compatibility and Qwen NVFP4 runtime failure are unrelated." + "reason": "Torch version incompatibility vs Qwen NVFP4 runtime error are unrelated." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRl SFT embedding unpacking bug is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Different training/runtime issues; no common concrete defect." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different problem areas: Liger kernel path vs autocast dtype mismatch." }, { "left": "issue:41762", "right": "issue:43638", "accept": true, - "reason": "Both report the same ZeRO-3 index-0-out-of-bounds load failure; Gemma3 and Bert appear to hit the same generic bug." + "reason": "Same ZeRO-3 \"index 0 out of bounds\" loading failure; the model differs, but the underlying code-path problem looks the same." }, { - "left": "issue:43827", + "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different docs references removed in v5; not the same underlying issue." + "reason": "Different docs regressions about different deprecated pipeline/run-command references." }, { - "left": "issue:43716", + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/runtime failures." + }, + { + "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Mistral dtype mismatch and Qwen3-vl video StopIteration are unrelated." + "reason": "Liger kernel cross-entropy routing vs Qwen3-vl video StopIteration are unrelated." }, { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram backend error are unrelated." + "reason": "Corrupted checkpoint vs NemotronH load failure are not the same issue." }, { - "left": "issue:43541", - "right": "issue:43716", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Different model families and distinct runtime failures." + "reason": "Unit-test model loading problem vs corrupted checkpoint are different causes." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:39290", + "right": "issue:43531", "accept": false, - "reason": "Different models and unrelated failure modes." + "reason": "Different Qwen/Gemma config issues and different error surfaces." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:41093", + "right": "issue:43638", "accept": false, - "reason": "Torch compatibility bug and Qwen NVFP4 runtime failure do not match." + "reason": "Both are IndexError-style reports, but the mask shape mismatch is not the same as the ZeRO-3 empty-index loading bug." }, { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:43425", + "right": "issue:45070", "accept": false, - "reason": "Qwen3.5 chat crash and streaming inference API failure are different issues." + "reason": "Torch compatibility issue vs pydantic PretrainedConfig field breakage are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure is unrelated to the PretrainedConfig pydantic regression." + "reason": "Whisper loading failure vs pydantic model regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is streaming inference; not the same defect." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are unrelated." + "reason": "Mistral3 weight-tying bug vs corrupted Ovis2 checkpoint are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming inference failure and MPS histogram error are unrelated." + "reason": "Qwen3.5 streaming failure vs MPS histogram op limitation are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and MPS histogram int error are unrelated." + "reason": "Mixtral torch-dynamo grouped_mm tracing error vs MPS Int histogram limitation are different bugs." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Mixtral torch-dynamo tracing failure is unrelated to Phi autocast dtype mismatch." + "reason": "Different model/runtime failures; not mergeable as one bug." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern/vLLM error are unrelated." + "reason": "ImportError for GenerationMixin vs Gemma3 vLLM config mismatch are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and template-node compilation error are unrelated." + "reason": "Voxtral processor failure vs template-node compilation error are unrelated." }, { - "left": "issue:41093", - "right": "issue:43638", + "left": "issue:41762", + "right": "issue:43596", "accept": false, - "reason": "Mask/index shape mismatch and ZeRO-3 index-out-of-bounds are different bug classes." + "reason": "Very similar Zero-3 loading symptoms, but the models and reported contexts differ enough that I would not merge them without stronger evidence." }, { - "left": "issue:43425", - "right": "issue:45070", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Torch version compatibility and pydantic PretrainedConfig regression are unrelated." + "reason": "Different stale-doc references, even though both are v5 doc cleanup items." }, { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:39290", + "right": "issue:41720", "accept": false, - "reason": "Same pair as above: different Qwen3.5 chat/runtime failures." + "reason": "Different code paths and failure modes." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Whisper runtime failure does not match the PretrainedConfig pydantic regression." + "reason": "Different bugs: kernel routing vs mask/index mismatch." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:34928", + "right": "issue:36010", "accept": false, - "reason": "lm_head tying bug and checkpoint corruption are unrelated." + "reason": "FSDP checkpointing mismatch vs import error are unrelated." }, { - "left": "issue:45464", + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same symptom family, but I do not have enough evidence they are the exact same bug across different models." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different language/model correctness issues; not the same underlying defect." + }, + { + "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Streaming inference error and MPS backend error are unrelated." + "reason": "Different hardware/runtime issues with no shared code path." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing issue and MPS histogram backend issue are unrelated." + "reason": "Different runtime failures." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing issue and autocast dtype mismatch are unrelated." + "reason": "Different model and error class." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import failure and sliding_window_pattern issue are unrelated." + "reason": "Import path regression vs config attribute regression are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and template compilation failure are unrelated." + "reason": "Processor loading failure vs compiler/template-node failure are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "dtype mismatch on one model vs unsupported MPS int histogram on another." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Test loading issue vs corrupted checkpoint are different." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration vs MPS histogram limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross-entropy path vs autocast dtype mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collective mismatch vs custom trainer API mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different subsystems and error classes." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures; one is corrupted checkpoint data, the other is an implementation/loading mismatch." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test checkpoint loading vs corrupted checkpoint are not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen/Gemma config-related, but the actual missing fields and affected code paths differ." }, { "left": "issue:41093", - "right": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Mask-shape/index mismatch is not the same as zero-sized-index during ZeRO-3 init." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version compatibility vs pydantic config field regression are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure vs pydantic regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5, but the reported failures are different enough that they should stay separate." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Different models and failure modes." + }, + { + "left": "issue:45464", + "right": "issue:45685", "accept": false, - "reason": "Mask/index shape mismatch and ZeRO-3 loading index error are different concrete failures." + "reason": "Different runtime subsystems and symptoms." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edges are the closely aligned DeepSpeed ZeRO-3 index-out-of-bounds loading issues, while the other verdicts are appropriately split by distinct model/backend/symptom combinations. No overstatement stands out." + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are mostly conservative. The ZeRO-3 empty-index Bert/Gemma3 cluster around 43638 is the only clearly supported duplicate family, while the other pairings are reasonably rejected as different bug classes or too ambiguous. " }, "evaluator_used": true, "retried": false, @@ -685,238 +805,238 @@ "issue:43828|issue:44928", "issue:43866|issue:44403" ], - "prepared_review_unit_hash": "80f7dad570e1ac4eb4bc7022d3532f01dc24ceb9715a9bd44c1f007fa415379d", + "prepared_review_unit_hash": "d725889cd1093380e45579b603bb3366c3096ad6e5b732d79662ff401b82058a", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36622, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "serialized_chars": 36618, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated; the only clear duplicate family is the non-persistent-buffer regression in Transformers 5.x, with a separate likely SigLIP2 duplicate pair. No PRs are present.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer corruption regression: it states the root symptom explicitly and matches the related 43644/44534 reports most directly.", + "summary": "This set is mostly a loose similarity cluster of unrelated Transformers/vLLM/model-specific regressions. The only clear duplicate subcluster is the non-persistent-buffer regression around `from_pretrained()` / `register_buffer(persistent=False)` in v5.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the most specific and complete description of the non-persistent-buffer regression; issue:43644 and issue:44534 are paraphrases of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the broadest and most explicit issue in the only strong duplicate subcluster, so it is the best global issue anchor for triage.", + "best_issue_reason": "issue:43950 is the best representative because it clearly states the regression, affected API, and root symptom in one report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different bugs: model loading/vLLM compatibility versus GGUF architecture support." + "reason": "Different bugs: PaddleOCR-VL loading failure in vLLM vs GGUF gpt-oss architecture support." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both involve config regressions, but they target different fields and failure modes." + "reason": "Both are v5 config regressions, but they affect different fields and code paths." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM from memory behavior is unrelated to tied-weights regressions." + "reason": "Int4 OOM under quantization is unrelated to tied-weights handling in translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm tracing failure is not the same as GPT-OSS tensor-parallel routing not working." + "reason": "Different failures: torch dynamo grouped_mm tracing vs tensor-parallel support for GPT-OSS MoE." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming chat/completions failure are different code paths." + "reason": "Different symptoms and paths: autocast dtype mismatch vs chat/completions streaming inference failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected init_empty_weights argument and pydantic PretrainedConfig field breakage are distinct issues." + "reason": "`init_empty_weights` TypeError is a distinct initialization bug from the pydantic `PretrainedConfig` regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Unrelated: GGUF gpt-oss support versus Qwen3.5 streaming inference." + "reason": "gpt-oss GGUF architecture support is unrelated to Qwen3.5 streaming inference." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is not the same as the pydantic config-field regression." + "reason": "Qwen3-MoE sliding_window handling is a different model-specific bug than the pydantic config regression." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Gemma3 sliding_window_pattern/vLLM error and MobileLLM key error are different model-load bugs." + "reason": "Gemma3 sliding_window_pattern absence and MobileLLM key error are unrelated model-loading issues." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Torch tracing grouped_mm failure is unrelated to missing Float8 storage lookup." + "reason": "Grouped_mm tracing failure is not the same as missing Float8 storage type resolution." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask-length mismatch and zero3 init index error do not describe the same bug." + "reason": "Mask shape mismatch during training is unrelated to the empty-dimension index error under deepspeed zero3 init." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both report SigLIP2 producing wrong/nonsensical text-embedding outputs, likely the same underlying regression." + "accept": false, + "reason": "Both mention SigLIP2, but one is about embedding quality and the other about loading/inference correctness." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3.5/TRL input-embedding unpacking." + "reason": "Mistral-3 image preprocessor dtype mismatch is a different issue from Qwen3.5 embedding unpacking with TRL." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "SFT trainer unpacking failure and an MPS histogram op limitation are unrelated." + "reason": "TRl SFT embedding unpacking bug and MPS histogram implementation error are unrelated." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both concern loading custom code, but the failures are different: cache-path collision versus wrong module resolution after save/load." + "reason": "Both involve loading custom/remote modules, but one is a cache-path collision and the other is wrong module selection after save/load." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they involve different model families and do not look like one concrete bug." + "reason": "Untied lm_head weights in Mistral3 are unrelated to translation-model tied-weight behavior in v5." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated." + "reason": "Custom-model notebook initialization problems are unrelated to flash-attn2 fallback blocking." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on GPT-OSS and a GLM5 issue are not the same bug." + "reason": "High perplexity on gpt-oss-20b and the generic GLM5 issue do not describe the same failure." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache group-type failure is unrelated to tied-weight regressions." + "reason": "PagedAttentionCache invalid group type on Qwen3.5 is unrelated to tied-weights regressions." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FP8 config failure for Qwen3-MoE is unrelated to flash-attn2 fallback checks." + "reason": "Qwen3Moe fine-grained FP8 failure is not the same as flash-attn fallback gating." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer discussion and a docs typo are not the same underlying issue." + "reason": "DSA indexer discussion and a removed-docs command typo are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied weights in translation models." + "reason": "NemotronH checkpoint loading failure is unrelated to translation tied-weight handling." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior does not match the tied-weights regression." + "reason": "Quantization/offloading behavior is unrelated to tied weights on translation models." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight runtime error and Qwen3.5 trainer unpacking are different failures." + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5 embedding unpacking." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is unrelated to removed command documentation." + "reason": "Cache-strategy typo and removed-docs command issue are different documentation problems." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 SFT unpacking failure and GraniteMoE invalid method are different code paths." + "reason": "TRL SFT embedding issue and GraniteMoEHybrid invalid method call are different code paths." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and an NVFP4 runtime error are unrelated." + "reason": "Wrong detokenization and Qwen-3-8B-NVFP4 runtime failure are unrelated." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both describe the same non-persistent-buffer corruption regression in Transformers v5." + "reason": "Same underlying regression: v5 mishandles non-persistent buffers during `from_pretrained()` / model init." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same regression: v5 fills non-persistent buffers with junk/corrupts them on load." + "reason": "Both report the same non-persistent-buffer corruption bug in Transformers v5." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Unrelated runtime/model-support failures." + "reason": "Qwen-3-8B-NVFP4 runtime failure and GraniteMoEHybrid invalid method are unrelated." }, { "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 the same concrete bug." + "reason": "SigLIP2 docs example errors and SigLIP2 embedding quality regression are distinct issues." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch is not the same as RLHF NaN explosion from 3D position_ids/SDPA fallback." + "reason": "Autocast dtype mismatch is not the same as the RLHF NaN / SDPA fallback instability." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted checkpoint and noisy loading behavior are not the same underlying issue." + "reason": "Ovis2 checkpoint corruption is unrelated to generic loading noise." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the non-persistent-buffer regression cluster is supported by the titles and soft pairs, the SigLIP2 pair is phrased conservatively as likely, and all other soft-edge rejections stay cautious. No PRs are present in the packet." + "feedback": "The summary is grounded in the packet and stays conservative overall. The duplicate cluster around non-persistent buffers (`43644`/`43950`/`44534`) is well supported, and the other soft-edge false verdicts are phrased narrowly enough to avoid overclaiming. No obvious evidence overstretching or mergeability issue appears here." }, "evaluator_used": true, "retried": false, @@ -994,10 +1114,10 @@ "issue:43054|issue:45701", "issue:42947|issue:44387", "issue:44403|issue:44451", - "issue:43643|issue:45020", "issue:43881|issue:43883", - "issue:43975|issue:45520", + "issue:43643|issue:45020", "issue:43054|issue:43493", + "issue:43975|issue:45520", "issue:43975|issue:45237", "issue:44403|issue:44488", "issue:42947|issue:43856", @@ -1018,261 +1138,255 @@ "issue:43257|issue:43866", "issue:43742|issue:45020", "issue:41553|issue:44991", - "issue:43940|issue:45313", "issue:43872|issue:44291", - "issue:43854|issue:44863", - "issue:42915|issue:43872" + "issue:43940|issue:45313", + "issue:42915|issue:43872", + "issue:43854|issue:44863" ], - "prepared_review_unit_hash": "1cc2649c6b92b6f048a34a2ddf5457e3517142fb597baf2b701e3f7bd677ea91", + "prepared_review_unit_hash": "1c21cad5a86a4b276512344ff3d1c698bcc382fa3d387ea35278aa0b653d6e00", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 36, - "serialized_chars": 37867, - "estimated_input_tokens": 9467, - "estimated_eval_tokens": 19190 + "serialized_chars": 37861, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The docs pair (43827/44509) is the clearest duplicate. The `_is_hf_initialized` bitsandbytes pair (43872/44291) also looks like the same incompatibility and should be treated as related rather than separate. The rest are too model-, symptom-, or subsystem-specific to merge safely.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44509 is the clearest standalone representative of the v5 docs regression about removed pipeline tasks, with issue:43827 as the earlier/shorter variant.", + "summary": "Mostly distinct model-loading/regression reports. The only clear soft duplicates here are the `_is_hf_initialized` TypeError pair and the v5 docs cleanup pair; the SigLIP2 pair is related but not proven to share the same bug/root cause and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45020 is the best umbrella because it is the broad, open report about recent Transformers versions breaking `remote_code`-based model loading, which matches the cluster\u2019s overall regression theme better than the model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44509 is the best global issue representative because it states the docs problem most explicitly and appears to be the fuller report.", + "best_issue_reason": "issue:45020 is the strongest single issue candidate: open, broad, and aligned with the recurring loading-regression pattern across several reports in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API mismatch vs DeepSpeed ZeRO-3 model loading; different bugs." + "reason": "Different failures: custom trainer kwarg mismatch vs DeepSpeed/Gemma3 load-time index error." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad tokenizer error message vs missing tied-weights attribute; different failures." + "reason": "Voxtral tokenizer error-message issue vs Molmo tied-weights attribute error; different code paths." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both involve loading-time type errors, but the concrete incompatibilities are different." + "reason": "Same general TypeError theme, but the root causes differ: `_is_hf_initialized` vs missing `Float8_e4m3fnStorage`." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but zero probabilities vs embedding quality regression are not the same bug." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is embedding quality; not clearly the same bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model-loading problems with different symptoms." + "reason": "Unrelated model-loading problems for Voxtral and GLM-4v-9b." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Specific SigLIP2 quality report vs broad tokenization-change report; too broad to merge." + "reason": "SigLIP2 embedding quality vs broad tokenization-version changes; no evidence of the same concrete defect." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA issue vs int4 reserved-memory OOM; related area, different bug." + "reason": "Different symptoms and subsystems: LoRA gradient checkpointing vs int4 CUDA reserved-memory OOM." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model load failure." - }, - { - "left": "issue:43643", - "right": "issue:45020", - "accept": false, - "reason": "Missing fields from trust_remote_code config vs broader remote_code breakage." + "reason": "A broad loading-noise complaint vs a specific model load failure; no clear shared bug." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and different load errors." + "reason": "GLM loading failure vs Molmo tied-weights attribute error; different problems." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Tokenizer detokenization regression vs flash_attn import key error." + "reason": "Related theme, but `trust_remote_code` missing fields is not the same concrete bug as the broader remote_code regression report." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one is quality regression and the other is HF-vs-JAX discrepancy." + "reason": "Related SigLIP2 territory, but the available evidence is too thin to prove the same root cause or duplicate bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression vs Python 3.13 flash-attn import KeyError; unrelated." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Detokenization bug vs AMD GPU runtime failure; unrelated." + "reason": "Tokenizer/detokenization bug vs AMD GPU runtime incompatibility; unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise vs inability to load a specific model." + "reason": "Different model-loading reports with no evidence of the same underlying defect." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both mention Qwen3 training, but one is checkpointing effectiveness and the other is memory usage." + "reason": "LoRA gradient checkpointing vs Qwen3 MoE memory usage; same broad area, different bug." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen3 fine-tuning, but a LoRA compatibility break is not the same as a warning about tie_word_embeddings." + "reason": "Qwen3 MoE compatibility break vs a weight-tying warning; not the same failure." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different models and different ZeRO/FP8 loading failures." + "reason": "Different DeepSpeed load failures on different model/config combinations." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Different bugs: incorrect detokenization vs model loading failure." + "reason": "Tokenizer detokenization bug vs a specific model load failure; unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Registry helper failure vs remote_code breakage; not the same issue." + "reason": "Model-registration helper failure vs remote_code loading regressions; not the same issue." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for a model class vs bitsandbytes parameter incompatibility." + "reason": "Missing import for a model class vs bitsandbytes `Int8Params` TypeError; different defects." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure vs flash-attn2 fallback gating." + "reason": "Tokenizer load failure vs flash-attn fallback gating; unrelated." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote_code regression vs a specific tokenizer regression." + "reason": "Broad remote_code regression report vs Kimi tokenizer codec regression; different concrete bugs." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and different loading failures." + "reason": "Qwen3VL `weight_only` loading error vs GLM5 issue; unrelated." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex crash vs flash-attn2 fallback checks." + "reason": "Mistral regex patch crash vs flash-attn fallback blocking; different code paths." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both say removed v5 pipeline tasks are still referenced in documentation." + "reason": "Both are the same docs drift: lingering references to removed v5 pipeline tasks." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both are audio-related, but the reports are too vague to treat as one bug." + "reason": "Both concern Whisper/audio loading, but one is a generic runtime failure and the other a specific fbank helper issue; not enough to call duplicates." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Untied lm_head bug vs non-persistent buffer corruption; different code paths." + "reason": "Weight-tying bug in Mistral3 vs non-persistent buffer corruption on `from_pretrained`; different regressions." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Model-specific load KeyError vs flash-attn2 fallback gating." + "reason": "MobileLLM load KeyError vs flash-attn fallback checks; unrelated." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE FP8 training failure vs broad remote_code compatibility regression." + "reason": "Qwen3 MoE + FineGrainedFP8 failure is model/config-specific, not the same as the broader remote_code regression." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Weight-conversion failure vs checkpoint corruption; different issues." + "reason": "Different Qwen3/Ovis model-loading failures with no clear shared root cause." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Model-specific KeyError vs broader remote_code regressions." + "reason": "Specific MobileLLM loading bug vs broad remote_code regression; not the same issue." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different models and different loading problems." - }, - { - "left": "issue:43940", - "right": "issue:45313", - "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures in Qwen variants, but the concrete symptoms differ too much." + "reason": "Different tokenizer/loading failures for unrelated models." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` incompatibility during loading/init_empty_weights; the titles describe the same underlying bitsandbytes-related bug." + "reason": "Same root regression around the new `_is_hf_initialized` argument causing loading-time TypeErrors." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:43940", + "right": "issue:45313", "accept": false, - "reason": "Different models and different load failures." + "reason": "Both are DeepSpeed ZeRO-3 load failures, but they affect different Qwen variants and do not show the same concrete bug." }, { - "left": "issue:42915", - "right": "issue:43872", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "Qwen3 MoE FP8 training failure is unrelated to the bitsandbytes `_is_hf_initialized` incompatibility." + "reason": "Different model-loading failures for GLM-4.7-Flash and NemotronH." } ] }, "evaluator_result": { "accept": false, - "feedback": "Mostly grounded, but not conservative enough on at least one soft-edge pair: issue:43872 and issue:44291 both describe the same `_is_hf_initialized` loading incompatibility, so rejecting them as different subsystems overstates the distinction. Since the packet only gives titles, that pair should be treated as likely related or at least uncertain. The docs pair (43827/44509) looks fine." + "feedback": "Overall the summary is grounded and conservative, but I would not accept the cluster as-is because one soft-edge verdict is overstated: issue:43054 vs issue:43493 is related SigLIP2 territory, but the packet only gives titles/body lengths and no explicit evidence that they are the same bug or same root cause. That should be treated as a cautious maybe, not a duplicate. The other accepted pairs (_is_hf_initialized and v5 docs cleanup) look well supported." }, "evaluator_used": true, "retried": true, @@ -1347,8 +1461,8 @@ "issue:43257|issue:45305", "issue:36331|issue:41093", "issue:43872|issue:45538", - "issue:44530|issue:44863", "issue:41093|issue:44805", + "issue:44530|issue:44863", "issue:44479|issue:44560", "issue:24643|issue:30064", "issue:43366|issue:43828", @@ -1365,231 +1479,231 @@ "issue:38175|issue:43994", "issue:43646|issue:43950", "issue:44155|issue:45584", - "issue:44877|issue:45030", "issue:44560|issue:44805", + "issue:44877|issue:45030", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:43317|issue:44756", "issue:38175|issue:39692", "issue:45313|issue:45357" ], - "prepared_review_unit_hash": "4c127d489ed6f3d82b106f380ac55ddfe4c9d3e385f32988b09acf1b6cfbf369", + "prepared_review_unit_hash": "20f1470df5dfd3215b832f53041040cecaac738e3d07acbb141d8261b2500627", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36299, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "serialized_chars": 36301, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. Two soft-edge pairs are well supported as duplicates (43645/43646 and 41093/44805), while the SigLIP2 pair (38175/43994) is not firmly grounded from the packet and should be rejected. No pull requests are present.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43646 is the clearest broad representative of the Transformers 5.0 custom-model initialization regression; 43645 is the notebook-specific manifestation of the same bug.", + "summary": "The items are mostly unrelated, with only a few clear duplicate-like pairs. The strongest matches are the generic IndexError shape-mismatch reports, the custom model initialization regression, and the SigLIP2 inference regression.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43994 is the best representative issue among the duplicate-like candidates because it states the SigLIP2 failure in a broader, user-facing way and has more discussion/references than the symptom-only report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best overall issue representative because it captures the underlying custom-model initialization regression without the notebook-specific framing.", + "best_issue_reason": "Issue 43994 is the strongest single issue to anchor this set: it describes the underlying SigLIP2 regression clearly, is broadly framed, and is the better duplicate target for 38175.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different failures: Qwen3.5 RLHF/position_ids versus Flash Attention s_aux=None crash." + "reason": "Different bugs: one is Qwen3.5 gradient instability in RLHF/SDPA, the other is a flash-attention crash on sink-less models." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different models and code paths: Voxtral tokenizer error message versus sleng-bert loading failure." + "reason": "Both are loading problems, but they involve different models and different failure modes; not the same underlying bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is weight conversion during loading and the other is gradient averaging during training." + "reason": "Different DeepSpeed issues: one is weight conversion/loading for Qwen3 MoE, the other is gradient averaging with GAS." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different bugs: custom trainer signature mismatch versus tensor mask shape mismatch." + "reason": "Unexpected compute_loss kwargs vs a tensor mask shape IndexError are unrelated code paths." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Unrelated subsystems: bitsandbytes parameter init versus CLIPTokenizer max-length constant." - }, - { - "left": "issue:44530", - "right": "issue:44863", - "accept": false, - "reason": "Different model families and failures: Qwen3.5 paged attention crash versus NemotronH checkpoint loading." + "reason": "bitsandbytes parameter construction and CLIPTokenizer max_length are unrelated." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same concrete mask/tensor shape mismatch error pattern; these look like duplicate reports of the same indexing bug." + "reason": "Same error signature and same shape-mismatch failure pattern; these look like duplicate reports of the same indexing bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttention cache/group-type failure and NemotronH checkpoint loading are different problems." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Different Qwen video regressions with different symptoms and likely different failure points." + "reason": "Both mention Qwen video paths, but the concrete failures differ and do not look like one fixable bug." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error is unrelated to void segmentation-map processing." + "reason": "Training with DeepSpeed weight-dimension error is unrelated to void segmentation map processing." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF/gpt-oss support request is unrelated to Phi-tiny-MoE autocast dtype mismatch." + "reason": "GGUF gpt-oss support and a torch.autocast dtype mismatch are unrelated." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/GGUF topics; sliding_window bug is not the same as gpt-oss GGUF support." + "reason": "Different Qwen/GGUF feature requests or bugs; no shared concrete failure." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different code paths: torch.compile/SDPA on Bamba versus Flash Attention crash from Qwen3.5 3D position_ids." + "reason": "torch.compile/SDPA crash on Bamba is unrelated to the Qwen3.5 flash-attention illegal-memory-access issue." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers 5.0 custom-model initialization regression; 43645 is just the notebook-specific variant." + "reason": "These are essentially the same Transformers 5.0 custom model initialization regression, with one report being a more specific notebook variant." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Completely different problem areas: GGUF support versus missing Float8 storage type." + "reason": "GGUF architecture support and missing Float8 storage are different failures." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption versus Qwen2.5-VL rope-index scaling." + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to Qwen2.5-VL rope-index scaling." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different models and failures: Qwen3-vl-embedding video StopIteration versus Qwen3.5 embedding unpacking with TRL." + "reason": "Both involve Qwen3.x and video/text handling, but the concrete failures and code paths differ." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Not the same bug; 3d_parallel.py run failure is unrelated to gpt-oss GGUF support." + "reason": "Running 3d_parallel.py and GGUF gpt-oss support are unrelated." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different loading/runtime issues: FineGrainedFP8Config on Qwen3Moe versus meta-device loading breakage." + "reason": "Qwen3 MoE FP8 loading and meta-device loading regressions are different bugs." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing a missing model class is unrelated to meta-device loading regressions." + "reason": "Importing Qwen2.5-VL and meta-device model loading are unrelated failures." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Unrelated: GenerationMixin import error versus Qwen3Moe FP8 failure." + "reason": "GenerationMixin import failure and Qwen3 MoE FP8 failure are unrelated." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "The packet only shows two SigLIP2 symptom reports with different titles; that is not enough to firmly establish the same underlying model/processor mismatch regression." + "accept": true, + "reason": "Same model family and same inference correctness regression; the second report is the broader duplicate of the first symptom report." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Custom model initialization regression is unrelated to buffer persistence corruption in from_pretrained()." + "reason": "Custom model initialization regression and buffer corruption in from_pretrained are different issues." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio/whisper bugs with different failure modes and code paths." + "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription failure are unrelated." }, { - "left": "issue:44877", - "right": "issue:45030", + "left": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "Strict config rejection for granite_speech is unrelated to tiny-random glm4v config validation." + "reason": "Qwen video StopIteration and mask shape mismatch are unrelated." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "Different symptoms and likely different code paths: video StopIteration versus mask shape mismatch." + "reason": "Both are config-loading failures, but they concern different models and do not clearly share the same root cause." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different issues: zero-sized tensor with DeepSpeed ZeRO-3 versus tokenizer-mapping restriction in add-new-model-like." + "reason": "Zero3 Bert loading crash and add-new-model-like mapping failure are different code paths." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Related only by custom-model loading context; the ZeRO-3 BertModel index error is not the tokenizer-mapping bug." + "reason": "ZeRO-3 Bert init IndexError and tokenizer-mapping failure are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different topics: gpu/cpu offload dequantized-model loading versus Strix Halo mmap OOM mitigation." + "reason": "Dequantized model offload failure and mmap/OOM on Strix Halo are different problems." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but docs-example errors are not the same concrete bug as the zero-probabilities report." + "reason": "Both involve SigLIP2, but one is an inference regression while the other is a documentation/example issue with additional mismatches; not the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is ZeRO-3 weight loading and the other is save_pretrained key serialization." + "reason": "DeepSpeed ZeRO-3 weight loading and save_pretrained visual-encoder key corruption are separate load/save regressions." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most judgments are conservative, but one accepted soft-edge pair is overstated relative to the packet: issue:38175 vs issue:43994 are only shown as two SigLIP2 symptom reports with different titles, so calling them the same underlying model/processor mismatch regression is not firmly grounded here. The other accepted pairs (43645/43646 and 41093/44805) are better supported. No PR-pair mergeability concerns apply because there are no PRs." + "accept": true, + "feedback": "The summary is grounded in the packet titles, and the accepted soft pairs are conservative duplicates or near-duplicates: the two mask-shape IndexError reports, the two custom model initialization reports, and the two SigLIP2 inference reports. The rejected pairs generally stay on the safe side by treating different models or failure modes as distinct. No obvious overstatement of evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1660,22 +1774,22 @@ "issue:44960|issue:44977", "issue:44451|issue:44488", "issue:42491|issue:43720", - "issue:43708|issue:44075", "issue:43854|issue:43931", + "issue:43708|issue:44075", "issue:41720|issue:42915", "issue:42491|issue:45276", "issue:43856|issue:43873", "issue:43257|issue:43854", - "issue:39692|issue:43994", "issue:42915|issue:44756", + "issue:39692|issue:43994", "issue:42491|issue:43931", - "issue:43856|issue:44387", "issue:44661|issue:44683", + "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:42491|issue:45292", "issue:43404|issue:43454", "issue:36010|issue:39404", "issue:45276|issue:45335", @@ -1683,168 +1797,168 @@ "issue:44402|issue:44488", "issue:43425|issue:43957", "issue:39692|issue:44960", - "issue:42947|issue:45704", "issue:43335|issue:45663", + "issue:42947|issue:45704", "issue:45663|issue:45759", "issue:43873|issue:44387", - "issue:44387|issue:44756", "issue:43854|issue:45216", + "issue:44387|issue:44756", "issue:44291|issue:44756" ], - "prepared_review_unit_hash": "02f177fc4e942d4b2957868b5b81eee54a48b58beb651e94ce38f0240b5bada8", + "prepared_review_unit_hash": "7d2b4fdaf172dfc10cef17781b8237c71f2414d5f0dfeeb4756e1b72fcd18ecc", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37315, - "estimated_input_tokens": 9329, - "estimated_eval_tokens": 18914 + "serialized_chars": 37320, + "estimated_input_tokens": 9330, + "estimated_eval_tokens": 18916 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers regressions with one clear duplicate-like pair around non-persistent buffers, plus one plausible same-API resize_token_embeddings pair. The rest are best treated conservatively as separate issues based on title-level evidence alone.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43644 is the strongest issue to anchor the cluster because its title describes a concrete Transformers 5 regression, and it has the clearest accepted duplicate-like match in the packet. That makes it the best representative without relying on body details that are not provided.", + "summary": "This cluster is mostly a set of semantically similar but unrelated Transformers issues, so most soft links are false positives. I only see a few likely true duplicates: the non-persistent-buffer regression, the two BERT-like tokenizer/model-loading failures, and possibly the two resize_token_embeddings regressions in composite models.", + "confidence": 0.86, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best standalone issue in this packet because it is a clear, concrete regression with a strong duplicate-like counterpart. Among the candidates, it is the most suitable representative for the shared Transformers 5 buffer-handling problem visible from the titles.", + "best_issue_reason": "No single issue is a good global canonical because the cluster splits into several unrelated bug themes; at most, 43644 is the cleanest anchor for its small duplicate subpair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "The titles describe the same Transformers v5 non-persistent buffer junk regression in near-identical wording." + "reason": "Same underlying Transformers 5 bug: non-persistent buffers being filled with junk." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different failure modes: GLM5 versus Qwen3.5 flash-attention generation." + "reason": "Different models and different failures; both mention flash attention, but not the same concrete bug." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both are model-load failures, but they refer to different checkpoints and do not clearly indicate the same root bug." + "accept": true, + "reason": "Both report the same latest-version model/tokenizer loading failure for similar BERT-style models." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different code paths: qwen3_moe LoRA compatibility on hf5.x versus BitNet packed-weight unpacking during accelerate loading." + "reason": "Different loading paths and symptoms; one is Qwen3 MoE LoRA compatibility, the other BitNet packed-weight handling." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Trainer checkpoint-resume step calculation is unrelated to SGD argument handling." + "reason": "Different models and different load errors; not the same bug." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Same broad area of loading, but the titles point to different symptoms and different concrete failures." + "reason": "Completely different subsystems: checkpoint resume math vs SGD optimizer args." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3 MoE, but one is a CUDA assert in auto device mapping and the other is a FineGrainedFP8Config failure." + "reason": "Both are Qwen3-related, but the failures are different code paths and different causes." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "The qwen3_moe version-compatibility problem is not the same as resize_token_embeddings propagation." + "reason": "Different model families and different resizing/loading problems." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training-memory inefficiency and offloading failing with quantization are related only at a very high level." + "reason": "Both involve memory/quantization, but the reported bugs are different." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to GLM-4.7 test loading." - }, - { - "left": "issue:39692", - "right": "issue:43994", - "accept": false, - "reason": "Both mention SigLIP2, but one is a documentation example issue and the other is nonsensical inference results." + "reason": "Different models and unrelated loading/weight-conversion issues." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different problems: Qwen3 MoE FP8 failure versus Strix Halo mmap OOM." + "reason": "Different failures: Qwen3Moe FP8 config vs mmap/OOM on Strix Halo." }, { - "left": "issue:42491", - "right": "issue:43931", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "LoRA/version compatibility for qwen3_moe is not the same as Qwen3-VL weight-shape mismatch." + "reason": "Same model family, but one is a docs example problem and the other is an inference/output regression." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:42491", + "right": "issue:43931", "accept": false, - "reason": "Both are memory-related, but one is training memory use and the other is increased reserved CUDA memory in int4 inference." + "reason": "Different Qwen3 loading problems with different symptoms and root causes." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping failure and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Unrelated areas: tokenizer mapping vs torch flex_attention compilation." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training memory usage and the other is int4 quantization reserved memory growth." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5 regressions, but the titles describe different failure modes and not the same code-path bug." + "reason": "One is non-persistent buffer junk, the other is notebook custom-model initialization; not the same bug." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both are flash-attention crashes, but the mechanisms differ: packed 3D position_ids versus s_aux=None on sink-less models." + "reason": "Both touch flash attention, but the failure modes are different (packed sequence misread vs s_aux=None crash)." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different model families and symptoms: Qwen3.5 chat crash versus Gemma4Processor missing _tokenizer in serve." + "reason": "Different models and different crashes; not a duplicate." }, { - "left": "issue:42491", - "right": "issue:45292", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "qwen3_moe version incompatibility is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Both are tokenizer-loading complaints, but about different models and likely different root causes." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:42491", + "right": "issue:45292", "accept": false, - "reason": "Both are tokenizer/model load issues, but they concern different models and the titles do not indicate the same root cause." + "reason": "Different issues: LoRA model compatibility vs resize_token_embeddings not updating outputs." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both involve lm_head tying, but the titles indicate different model implementations and not a clearly shared fix." + "reason": "Both mention lm_head tying, but they are distinct model-specific bugs and not clearly the same code path." }, { "left": "issue:36010", @@ -1856,82 +1970,82 @@ "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Very similar API regression: resize_token_embeddings appears not to propagate to the relevant downstream embeddings/output weights in related model variants." + "reason": "Same resize_token_embeddings regression: updated embeddings are not propagated to model-specific child embeddings." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling is not the same as init_empty_weights rejecting _is_hf_initialized." + "reason": "Different save/load failures: extra_state handling vs init_empty_weights unexpected argument." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different loading issues: out-of-vocab token ids versus a separate BERT model load failure." + "reason": "Tokenizer vocab-size mismatch vs outright model loading failure; not the same issue." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 incompatibility is broader and different from meta-device loading breakage." + "reason": "Different incompatibilities: torch 2.10 vs meta-device model loading regressions." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 documentation/model mismatch is unrelated to GLM5." + "reason": "Different model families and different failure modes." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and a T5 RMSNorm memory leak are distinct problems." + "reason": "Different architectures and different bugs: sparse-layer config vs Gemma-4 FSDP2 shared_kv_states." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Gemma-4 FSDP2 shared_kv_states rebuilding are different bugs." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the apex RMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma-4 FSDP2 attention state handling and Qwen3.5 multimodal config unwrapping are different issues." + "reason": "Different model internals and different failures; not a duplicate." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Offloading+quantization behavior is not the same issue as int4 reserved-memory growth/OOM." + "reason": "Both involve quantization/offloading, but they describe different concrete regressions." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Both mention memory pressure, but one is int4 CUDA reservation and the other is mmap OOM on Strix Halo." + "reason": "Different Qwen3.5 bugs: unit-test loading mismatch vs incorrect save_pretrained checkpointing." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "Qwen3-VL unit-test load failure is not the same as Qwen3.5 save_pretrained checkpoint regression." + "reason": "Quantization OOM vs mmap-related OOM on Strix Halo are separate problems." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected _is_hf_initialized in init_empty_weights is unrelated to mmap/OOM behavior." + "reason": "Meta-init TypeError is unrelated to the Strix Halo mmap/OOM issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pair judgments are mostly conservative, but the overall summary overstates what is supported by the packet. In particular, the claims that issue:43644 is \"specific, reproducible\" and that it has a \"clearer shared code-path\" are not grounded in the provided evidence (we only have titles/body lengths, not body details). The canonical/best-issue rationale should be softened to avoid asserting evidence not present in the packet." + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster does split across several distinct issue themes, and the proposed true-duplicate pairs are the most defensible ones from the titles. The soft-edge rejections are conservative, and the accepted pairs are reasonably supported without overclaiming beyond the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2000,8 +2114,8 @@ "soft_pairs": [ "issue:44292|issue:44912", "issue:42947|issue:43381", - "issue:45684|issue:45698", "issue:45276|issue:45292", + "issue:45684|issue:45698", "issue:43381|issue:44928", "issue:44164|issue:44756", "issue:45588|issue:45663", @@ -2021,257 +2135,263 @@ "issue:39404|issue:45701", "issue:43906|issue:44530", "issue:43611|issue:43645", - "issue:44530|issue:45084", "issue:43425|issue:43716", "issue:43931|issue:44863", + "issue:44530|issue:45084", "issue:43901|issue:44509", "issue:39404|issue:44912", "issue:44863|issue:45663", "issue:44265|issue:44898", - "issue:43299|issue:43931", "issue:44479|issue:44805", + "issue:43299|issue:43931", "issue:43425|issue:44918", - "issue:43856|issue:44756", - "issue:44589|issue:45084" + "issue:44589|issue:45084", + "issue:43856|issue:44756" ], - "prepared_review_unit_hash": "391b0b8112505ee8094ded6241132749fce0432f4560038eb93e84841a906d3d", + "prepared_review_unit_hash": "973271ab5dc1964c96bc2f08d5e4b533d122ea2380efdb74e602e16058d31b31", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 35, - "serialized_chars": 37523, - "estimated_input_tokens": 9381, - "estimated_eval_tokens": 19018 + "serialized_chars": 37525, + "estimated_input_tokens": 9382, + "estimated_eval_tokens": 19020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. The only convincing duplicate family is the resize_token_embeddings regression affecting model-specific output/input embeddings; the rest of the pairs appear to be distinct bugs or unrelated regressions.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45276 is the best representative of the resize_token_embeddings family because it states the broader regression and names concrete affected Gemma-4 embedding paths.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports with a few loose topic overlaps. The only clear duplicate family I see is the `resize_token_embeddings` regression affecting output/decoder embeddings across model variants.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45292 is the most generic and central description of the `resize_token_embeddings` problem, and it naturally covers the more specific Gemma-4 and t5gemma reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the most actionable and generalizable report in the cluster; it captures the core embedding-resize failure with explicit affected fields.", + "best_issue_reason": "issue:45292 is the best representative issue because it states the shared failure mode without narrowing to one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different bugs: one is a Qwen3 NVFP4 load/run failure, the other is an MXFP4 quantization fallback to bf16." + "reason": "Both are quantization/model-loading complaints around Qwen/Git-Oss, but they describe different models and different symptoms; not the same concrete bug." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with LoRA and the other is eval-mode incompatibility." - }, - { - "left": "issue:45684", - "right": "issue:45698", - "accept": false, - "reason": "Same save/load area, but the reported failures differ: read-only permission propagation vs loading the wrong custom module." + "reason": "Both mention gradient checkpointing, but one is about PEFT LoRA effectiveness and the other about eval-mode restrictions; different bugs." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying resize_token_embeddings regression affecting output embeddings; the second is a shorter, generic formulation of the first." + "reason": "Same underlying bug: `resize_token_embeddings` fails to update tied/output embeddings, with 45276 just naming a more specific Gemma-4 case." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is a read-only permission propagation issue during `save_pretrained`, the other is loading the wrong custom module after save/load; different failure modes." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Unrelated problems: eval-mode checkpointing support versus RLHF NaN/SDPA fallback behavior in Qwen3.5." + "reason": "Both involve training behavior, but one is about checkpointing in eval mode and the other about Qwen3.5 RLHF NaNs from 3D position ids; unrelated causes." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Different subsystems and symptoms: extra_state handling in save/from_pretrained versus mmap-related OOM on Strix Halo." + "reason": "`extra_state` handling and disabling mmap for Strix Halo OOM are unrelated issues." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Both touch model internals, but one is a flash_attention AttributeError and the other is a Gemma-4 FSDP2 KeyError." + "reason": "Flash-attention crash on `s_aux=None` and Gemma-4 FSDP2 `shared_kv_states` rebuild are different code paths." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different bugs: auto device mapping cudaErrorAssert on Qwen3 versus batched inference token leakage in AudioFlamingo3." + "reason": "A800 auto device-map assert on Qwen3 is unrelated to AudioFlamingo3 batched inference token leakage." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Distinct regressions: video input handling for Qwen VL models versus strict config loading for granite_speech." + "reason": "Video-input regression for Qwen VL models and strict config loading for granite_speech are different bugs." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage and Trainer max_steps resume logic are unrelated code paths." + "reason": "Custom model initialization in notebooks and Trainer `resume_from_checkpoint` step calculation are not the same defect." }, { "left": "issue:43854", "right": "issue:44960", "accept": false, - "reason": "Different issues: a GLM-4.7-Flash loading failure versus a generic GLM5 issue with no matching concrete bug." + "reason": "Unit-test model loading failure for GLM-4.7-Flash is unrelated to the generic GLM5 issue." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap OOM are not the same underlying bug." + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are separate problems." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings bug family; both report the method failing to update model-specific output/input embeddings." + "reason": "Same core bug: `resize_token_embeddings` does not propagate to other embeddings, here `output_embeddings` versus `decoder.embed_tokens`." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "The second is a generic model-load failure and does not clearly match the specific tokenizer vocab-size issue in the first." + "reason": "Tokenizer vocab-size mismatch for one model and inability to load another model are not clearly the same issue." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter/custom-model initialization and extra_state save/load handling are different failures." + "reason": "Custom-model notebook initialization breakage and `extra_state` save/load handling do not describe the same code-path failure." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different problems: autocast dtype mismatch versus meta-device loading breakage." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device loading failures are unrelated." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 incompatibility is too broad and not the same concrete failure as the Phi-tiny-MoE autocast dtype mismatch." + "reason": "Torch 2.10 incompatibility and autocast dtype mismatch are different compatibility bugs." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Both are loading-related, but one is Qwen3 MoE conversion with accelerate/deepspeed and the other is NemotronH checkpoint compatibility." + "reason": "Both are model-loading reports, but one is Qwen3 MoE conversion with accelerate+deepspeed and the other is NemotronH checkpoint loading; not the same bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage resolution and mmap OOM on Strix Halo are unrelated." + "reason": "Missing Float8 storage and mmap OOM on Strix Halo are unrelated runtime issues." }, { "left": "issue:44479", "right": "issue:45663", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to Gemma-4 FSDP2 shared_kv_states rebuilding." + "reason": "Qwen VL video regression and Gemma-4 FSDP2 attention state issues are different defects." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language behavior and tokenizer-version-dependent tokenization changes are different bugs." + "reason": "Whisper `return_language` pipeline behavior and tokenizer differences across versions are not the same underlying bug." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an old issue is not the same concrete bug as the Qwen3.5 PagedAttentionCache crash." + "reason": "A reproduction of another issue and a PagedAttentionCache linear_attention crash are unrelated." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is base_model_prefix loading and the other is custom model initialization in notebooks." - }, - { - "left": "issue:44530", - "right": "issue:45084", - "accept": false, - "reason": "PagedAttentionCache linear_attention crash and template-node compilation failure are unrelated." + "reason": "Base-model-prefix loading breakage and notebook custom-model initialization are both v5 regressions but not the same concrete failure." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "A Torch version incompatibility and a Mistral-3 image preprocessor dtype mismatch are different issues." + "reason": "Torch version incompatibility and Mistral-3 dtype mismatch are different issues." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading are distinct model-specific failures." + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading failure are different model-loading bugs." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache `linear_attention` crash and `Can't compile non template nodes` are unrelated errors." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they concern different removed or mismatched pipeline tasks." + "reason": "Both are documentation-related, but they concern different pipeline/task deprecations and should not be merged." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization falling back to bf16." + "reason": "Whisper pipeline language return and MXFP4 quantization fallback for git-oss-20b are unrelated." }, { "left": "issue:44863", "right": "issue:45663", "accept": false, - "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 shared_kv_states rebuilding are unrelated." + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 training state handling are different bugs." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/export failures with torch_compilable_check are not the same as Perceiver non-default-resolution interpolation bugs." + "reason": "`torch.export.export` failing on `torch_compilable_check` and Perceiver interpolation/resolution failure are unrelated." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Both involve Qwen3-VL, but one is a Transformers 5.0.0.dev0 loading regression for MoE models and the other is a weight-shape mismatch." + "reason": "Qwen VL video regression and a tensor-mask shape mismatch are different code paths." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Video input regression and mask-shape IndexError are different failure modes." + "reason": "Both are Qwen3-VL loading failures, but one is a broad MoE loading regression and the other is a specific weight-shape mismatch; not enough to treat as the same bug." }, { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Training memory inefficiency in Qwen3 MoE and Strix Halo mmap OOM are not the same underlying issue." + "reason": "Torch incompatibility and Qwen3.5 embedding unpacking with TRL are unrelated." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and non-template-node compilation errors are unrelated." + "reason": "Float8 storage lookup failure and template-node compile error are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM are different performance issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted resize_token_embeddings pairs are well supported by the issue titles and appear to be the same bug family, while the rejected pairs are phrased cautiously and do not overclaim duplicates. " + "feedback": "The cluster summary is grounded in the packet and stays conservative. The only clearly supported duplicate family is the `resize_token_embeddings` trio (`issue:45292`, `issue:45276`, `issue:45335`), and the other soft-edge pairs are appropriately rejected as different bugs." }, "evaluator_used": true, "retried": false, @@ -2345,10 +2465,10 @@ "issue:43596|issue:44683", "issue:40990|issue:42947", "issue:43425|issue:45685", - "issue:39404|issue:44671", + "issue:44164|issue:45759", "issue:44671|issue:44991", "issue:43994|issue:44079", - "issue:44164|issue:45759", + "issue:39404|issue:44671", "issue:36032|issue:43452", "issue:44991|issue:45081", "issue:32090|issue:39404", @@ -2377,14 +2497,14 @@ "issue:36032|issue:43645", "issue:45084|issue:45507" ], - "prepared_review_unit_hash": "97d58b9f522c5b35a8f056044f5a0ecb399402c65a2bfa15f23bd50481d42d45", + "prepared_review_unit_hash": "ababc18109d012b5bcba4a1587900d027e40f5608f69b437aef779a9285f472d", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, @@ -2399,225 +2519,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous, and I found no soft pair strong enough to accept under a strict duplicate bar. The closest candidates are the two audio-loading reports and the two GGUF-loading reports, but the packet marks both as non-deterministic, so I kept them as separate issues.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43452 is the closest thing to a cluster anchor because it is the broadest concrete loading-regression report and sits in the strongest topical subgroup, but the evidence is still too weak to treat the cluster as one duplicate set.", + "summary": "Mostly a heterogeneous set of closed Transformers issues. There is some light thematic overlap around v5 loading/init regressions, tokenizer/model loading, and Whisper/Qwen/Mistral edge cases, but the soft pairs do not look like true duplicates of the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43611 is the broadest representative of the v5 model-loading regression family in this set; several nearby items are narrower variants, but most others are unrelated enough that it should serve only as a cluster anchor, not a true umbrella duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "43452 is the most representative issue to keep as the cluster\u2019s anchor: it is broad, concrete, and closest to the other loading-related reports without claiming an unsupported duplicate merge.", + "best_issue_reason": "issue:43611 is the best single issue to represent the cluster because it is broad, clearly regression-oriented, and closest to the shared v5 loading/init theme seen in a few nearby issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Different failures: deepspeed zero3 initialization vs torch compile/flex_attention tracing." + "reason": "Different failures: DeepSpeed ZeRO3/BertModel init vs compiled flex_attention on torch>=2.9. No shared code path." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression is a different problem from gradient-checkpointing behavior." + "reason": "One is high perplexity on a specific model/dataset; the other is LoRA gradient checkpointing behavior. Same training area, but not the same bug." }, { "left": "issue:43425", "right": "issue:45685", "accept": false, - "reason": "Torch version incompatibility and an MPS kernel TypeError are not the same bug." + "reason": "Unrelated compatibility problem vs an MPS histogram kernel error in MoE code." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Whisper pipeline behavior vs CamemBERT masked-LM predictions; unrelated code paths." + "reason": "Serialization of extra_state vs config unwrapping for composite multimodal CausalLM configs; different mechanisms and symptoms." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Tokenizer loading regression vs masked-LM prediction regression; not the same issue." + "reason": "Both involve loading/tokenization regressions, but one is CamemBERT masked-LM predictions and the other is tokenizer loading for a specific RoBERTa model." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Bad model/pipeline output is different from ModelOutput key assignment logic." + "reason": "One is wrong outputs for SigLIP2; the other is ModelOutput key assignment when a previous key is None. Not the same defect." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "extra_state serialization and multimodal config unwrapping are distinct loading/serialization bugs." + "reason": "Whisper pipeline return_language regression vs CamemBERT masked-LM prediction bug; unrelated models and code paths." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer special-token conflict is a different failure mode from GGUF loading." + "reason": "Tokenizer method/name conflict during load vs GGUF/from_pretrained breakage. Both are loading issues, but not the same underlying bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading bugs in different models." + "reason": "Different tokenizer-loading failures for different models; no evidence they share the same tokenizer backend bug." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast crash vs Whisper return_language pipeline behavior." + "reason": "Trainer GPU broadcast TypeError vs Whisper pipeline language return regression. No meaningful overlap beyond both being runtime errors." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "extra_state handling and video-input regression are unrelated." + "reason": "State-dict/extra_state handling vs video-input regression for Qwen VL models. Different inputs and failure modes." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different model-loading failures with no shared concrete code path." + "reason": "Loading a specific BERT model vs a Mistral regex patch crash; unrelated model families and code paths." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression is unrelated to runtime post-processor updates." + "reason": "Perplexity regression on a model vs runtime special-token post-processor update behavior. Not the same bug." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup vs _is_hf_initialized flag regression are different bugs." + "reason": "Apple Silicon caching allocator warmup TypeError vs v5 _is_hf_initialized flag breakage. Different subsystems." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing tied-weights metadata is not the same as a tokenizer/model load failure." + "reason": "Missing all_tied_weights_keys on Molmo vs model loading failure for cjvt/sleng-bert. No shared concrete failure." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "base_model_prefix loading regression and non-persistent buffer serialization are distinct issues." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffers serialization. Broad theme only, not one bug." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio feature-extraction reports, but the packet does not pin them to the same failing code path, so this is not strong enough to merge." + "reason": "Unsupported center arg in LASRFeatureExtractor vs _torch_extract_fbank_features issue. Related audio area, but different concrete breakages." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral dtype mismatch and template-compilation failure are different problems." + "reason": "Mistral image preprocessor dtype mismatch vs templating/compiler error. Different models and failure layers." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different checkpoint-loading failures for different models." + "reason": "Both are model-load failures, but for different repos and likely different code paths; no same underlying defect is evident." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Token-count tracking is unrelated to iterable-dataset finetuning failures." + "reason": "TrainerState token counting vs Qwen2.5-VL iterable dataset with multiple images. Completely different functionality." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig remote-code field loss and PagedAttentionCache linear_attention crash are different code paths." + "reason": "trust_remote_code config field loss vs PagedAttentionCache linear_attention error. Different behaviors and subsystems." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper special tokens, but one is batch_decode behavior and the other is empty-transcription generation." + "reason": "Whisper batch_decode skip_special_tokens handling vs empty-transcription failure after align_special_tokens. Same model family, but not the same bug." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Non-persistent buffer serialization vs custom model initialization are not the same bug." + "reason": "Both are v5 custom-model regressions, but one is junk in non-persistent buffers and the other is custom model initialization. Too different to merge." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Tied-weights metadata issues are different from tokenizer-loading regressions." + "reason": "Molmo tied-weights attribute error vs tokenizer loading for EMBEDDIA/est-roberta. No common code path." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "These are different checkpoint-loading failures." + "reason": "Different model-loading failures for different models; one cannot be treated as a duplicate of the other without stronger evidence." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer conflict and FP8 config failure are unrelated." + "reason": "Tokenizer attribute conflict vs FineGrainedFP8Config failure on Qwen3Moe. Distinct bugs." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Compiler/tracing errors, but different ops and failure modes." + "reason": "Grouped_mm tracing error in Mixtral float32 vs template compilation error. Unrelated." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "They are both GGUF/loading reports, but the packet does not provide enough evidence that they are the same concrete bug." + "reason": "Both mention GGUF loading, but one is a broad from_pretrained regression and the other is a specific Qwen2.5-GGUF failure; same area, not clearly the same concrete bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different Qwen/MoE attention-cache and FP8 configuration failures." + "reason": "Fine-grained FP8 config failure vs PagedAttentionCache linear_attention crash. Different mechanisms." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized offload/device-map loading is not the same as GGUF model loading." + "reason": "device_map=auto dequantized model offload failure vs v5 GGUF loading failure. Different loading stacks." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Hidden-states output bug vs RoPE indexing bug; different failures." + "reason": "Qwen3.5 output_hidden_states regression vs Qwen2.5-VL rope index scaling bug. Different model families and symptoms." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights, but one is tie setup and the other is serialization behavior." + "reason": "Tie-weight bug in Mistral3 conditional generation vs device-dependent lm_head serialization inconsistency. Related conceptually, but not the same issue." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer conflict vs Jupyter custom-model initialization are unrelated." + "reason": "Tokenizer method conflict vs Jupyter custom-model initialization breakage. Different failures." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error vs invalid method call are different bugs." + "reason": "Template compilation failure vs GraniteMoEHybrid calling an invalid method. Different code paths and symptoms." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the analyst overstates evidence in the packet. Two soft pairs were marked accepted (44206/44220 and 43452/43482), but the packet\u2019s own `soft_pairs` entries have `deterministic_accept: false` for both, so calling them true duplicates is not conservative. The summary also says \"only two soft pairs look like true duplicates,\" which is stronger than the packet supports. The rest of the rejections are mostly conservative, but these accepted soft edges make the result too assertive." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -2690,12 +2807,12 @@ "issue:43994|issue:44610", "issue:44403|issue:45081", "issue:43322|issue:43540", - "issue:44220|issue:44683", "issue:43377|issue:43819", + "issue:44220|issue:44683", "issue:44451|issue:45081", - "issue:45216|issue:45357", "issue:42915|issue:45084", "issue:43645|issue:44534", + "issue:45216|issue:45357", "issue:44265|issue:44610", "issue:44987|issue:45081", "issue:43404|issue:45127", @@ -2711,224 +2828,224 @@ "issue:40990|issue:44811", "issue:44479|issue:45325", "issue:43317|issue:43856", - "issue:42175|issue:45542", "issue:43425|issue:44403", + "issue:42175|issue:45542", "issue:43818|issue:45357" ], - "prepared_review_unit_hash": "1f14cf28190678211b545eeb61a4aeb76ec10326ac8bca0ef6c6705950f526f5", + "prepared_review_unit_hash": "b59561a1e77af6d20a565df9f6d7bf9984dec5e0ba581438c7190ac6a71c55ff", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36042, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "serialized_chars": 36040, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose bundle of unrelated Transformers regressions, with only two clear duplicate-like pairs: Qwen3.5 save_pretrained checkpoint/key issues, and TensorFlow backend packaging/install issues. Most other soft pairs are only thematically similar, not the same bug.", - "confidence": 0.52, - "canonical_issue_reason": "Issue 43611 is the broadest, most central Transformers v5 model-loading regression in the set; the other items are either narrower variants or unrelated edge cases.", + "summary": "This cluster is mostly a noisy mix of unrelated Transformers regressions. I found one clear duplicate pair (Qwen3.5 save_pretrained / visual encoder keys) and several other pairs that are only loosely similar, not true duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45216 is the best canonical anchor: it is the earlier, broader report for the Qwen3.5 save_pretrained regression, and 45357 reads like the same bug resurfacing with incorrect visual encoder keys.", "canonical_pr_reason": null, - "best_issue_reason": "43611 has the strongest duplicate-hub value because it describes a general v5 loading breakage that can subsume several nearby model-init/load regressions.", + "best_issue_reason": "45216 is the cleanest representative because it is the original report in the only clearly duplicated subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is a chat-template sampling-rate bug and the other is a batching/padding-mask consistency bug in MIMI; different code paths." + "reason": "Different bugs: audio processor chat-template sampling-rate default vs MIMI padding-mask batching mismatch." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization in Jupyter and non-persistent buffer corruption are distinct Transformers v5 regressions." + "reason": "Different failures: custom model init vs non-persistent buffer corruption in v5." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading failures, but they target different models and symptoms; not the same concrete bug." + "reason": "Both are loading failures, but for different models and likely different root causes (physical-intelligence/fast vs EMBEDDIA/est-roberta tokenizer)." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different multimodal problems: bad SigLIP2 outputs vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Unrelated model behavior bugs: nonsensical outputs vs wrong processor input resolution." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "One is warning/noise during loading, the other is a Mistral tokenizer crash in regex patching; not the same issue." + "reason": "Different issues: generic loading noise vs Mistral tokenizer regex patch crash on a missing backend_tokenizer attribute." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different model families and failures: Llava Next segfault vs Qwen3OmniMoe video-processing ValueError." + "reason": "Different multimodal failures: Llava Next segfault vs Qwen3OmniMoe video-processing ValueError." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Audio feature extraction bug and compiled flex_attention torch-version breakage are unrelated." + "reason": "Different code paths: batched MIMI encoder padding-mask bug vs DAC.from_latents / STE mismatch." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Both touch audio models, but one is padding-mask batching mismatch in MIMI and the other is DAC.from_latents/STE mismatch; different defects." + "reason": "Different subsystems: fbank feature extraction vs compiled flex_attention on newer torch." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer/model loading problems with no shared concrete failure mode." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Both report the same Qwen3.5 save_pretrained regression: incorrect checkpoint contents/visual encoder keys after v5.4+." + "reason": "Both are tokenizer/loading problems, but the affected models and failures differ." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to a template-node compilation TypeError." + "reason": "Completely different problems: Qwen3Moe FineGrainedFP8Config vs template compilation error." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model initialization breakage and non-persistent buffer junk are separate v5 behavior regressions." + "reason": "Different regressions: notebook custom-model initialization vs junk-filled non-persistent buffers." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained regression; 45357 is a later symptom about incorrect visual encoder keys." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export / torch_compilable_check failure is unrelated to OmDet-Turbo image preprocessing size mismatch." + "reason": "Different failures: torch.export with torch_compilable_check vs OmDet-Turbo processor size mismatch." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "A specific model load failure and a Mistral tokenizer regex-patch crash are different bugs." + "reason": "Different loading bugs affecting different models and tokenizer internals." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve weights/tied embeddings, but one is missing lm_head tying in Mistral3 and the other is LoRA merge collapse with extended vocab; not the same bug." + "reason": "Related theme (weights/tied embeddings) but not the same concrete bug: Mistral3 lm_head tying vs LoRA merge collapse with extended vocab." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Apple Silicon allocator warmup TypeError." + "reason": "Different platforms and bugs: bad AutoTokenizer error message vs Apple Silicon warmup TypeError." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag regression and mmap OOM on Strix Halo are unrelated." + "reason": "Different regressions: _is_hf_initialized flag handling vs mmap OOM on Strix Halo." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are different issues." + "reason": "Different issues: vLLM PaddleOCR-VL loading vs Qwen3-MoE sliding_window behavior." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different loading/runtime failures: Qwen3Moe FP8 config vs init_empty_weights/_is_hf_initialized argument handling." + "reason": "Both involve model loading, but the concrete failure modes differ (FP8 config vs init_empty_weights/_is_hf_initialized argument)." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to a model-specific loading failure." + "reason": "Different tokenizer/model loading errors: AddedToken special-arg conflict vs model-specific load failure." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM-125M key error are separate tokenizer/model-loading bugs." + "reason": "Different tokenizer/model load failures; no shared concrete bug." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are unrelated." + "reason": "Different model/config problems: Qwen3-MoE sliding_window vs granite_speech strict config loading." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FineGrainedFP8Config failure and missing Float8 storage type are distinct backend/runtime issues." + "reason": "Different bugs: FineGrainedFP8Config failure vs missing Float8 storage object." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Base_model_prefix loading breakage and non-persistent buffer corruption are different Transformers v5 regressions." + "reason": "Different regressions: base_model_prefix loading breakage vs junk non-persistent buffers." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "Different evaluation/processor issues: perplexity anomaly vs batch_decode skip_special_tokens being ignored." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Related Qwen video/VL area, but one is a broad video-input regression and the other is a specific still-image temporal position-id scaling bug." + "reason": "Related video/temporal-position topic, but 44479 is a broad multi-model video regression while 45325 is a specific Qwen2.5-VL rope-index scaling bug; not clearly the same duplicate." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device_map dequantized offload failure and Qwen3 MoE memory usage are different problems." - }, - { - "left": "issue:42175", - "right": "issue:45542", - "accept": true, - "reason": "Both point to the same packaging/install bug: the torch extra leaves TensorFlow backend support missing and only installs tensorboard, causing tf-backend errors." + "reason": "Different memory/offload issues: device_map=auto dequantized offload vs Qwen3 MoE training memory usage." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility and loading noise are not the same underlying issue." + "reason": "Different topics: torch version compatibility vs noisy model loading." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow packaging, but one is missing TF in the torch extra and the other is a tensorboard-only / undefined tf backend issue." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA weight/temporal-attention defect is unrelated to Qwen3.5 save_pretrained checkpoint key regression." + "reason": "Different models and bugs: Video-LLaVA tower/weight-sharing issue vs Qwen3.5 checkpoint saving regression." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it only elevates two clearly similar pairs (Qwen3.5 save_pretrained regressions and TensorFlow backend packaging/install regressions), while treating the rest as related-but-distinct issues. The soft-edge verdicts are cautious and do not overclaim duplicates." + "feedback": "The analysis is grounded in the packet and the verdicts are mostly conservative. The one accepted pair (45216/45357) is plausibly the same Qwen3.5 save_pretrained regression, and the rest are framed as non-duplicates without overstating evidence. No clear overclaim stands out." }, "evaluator_used": true, "retried": false, @@ -3003,8 +3120,8 @@ "issue:44079|issue:45663", "issue:36032|issue:41720", "issue:44683|issue:45020", - "issue:43792|issue:44589", "issue:43632|issue:44534", + "issue:43792|issue:44589", "issue:44403|issue:44991", "issue:43482|issue:45538", "issue:33666|issue:40444", @@ -3034,20 +3151,20 @@ "issue:35707|issue:40444", "issue:44291|issue:44877" ], - "prepared_review_unit_hash": "410f97cb466ab4a8e829018242aad1b722769ef5b1c7282938e1b0a5d44a412d", + "prepared_review_unit_hash": "5c1606e1cb89007b4afe1b059f942e80721b50e691f95312a442732307e948ec", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38077, + "serialized_chars": 38078, "estimated_input_tokens": 9520, "estimated_eval_tokens": 19296 }, @@ -3056,54 +3173,54 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous grab-bag of transformers v5 regressions and model-specific failures. Several items are related at the subsystem level, but none of the soft pairs look like the same concrete bug or change.", + "summary": "This is a loose cluster of mostly unrelated Transformers bug reports, many about v5-era loading/init regressions, but the soft pairs do not appear to be true duplicates or mergeable into one fix. No soft edges should be accepted.", "confidence": 0.79, - "canonical_issue_reason": "issue:43632 is the best representative issue in this cluster: it captures a core Transformers v5 initialization regression, which is the closest recurring theme across many of the loading/breakage reports here.", + "canonical_issue_reason": "issue:44291 is the best representative of the cluster\u2019s main theme: a concrete Transformers v5 model-loading/init regression. It is broad enough to stand in for the dominant pattern without overclaiming exact duplication.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the most suitable anchor because it is specific enough to be a duplicate target, yet broad enough to represent the recurring v5 model-loading/init failures in this set.", + "best_issue_reason": "issue:44291 is the strongest single issue to anchor the cluster because it is a clear, broadly relevant v5 initialization/loading failure and closer to the common pattern than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both concern special-token handling, but one is about runtime post-processor updates while the other is a tokenizer-specific add_special_tokens regression." + "reason": "Both are tokenizer/special-token reports, but one is runtime post-processor syncing and the other is BOS/EOS not being added; different code paths and symptoms." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "A ModelOutput key-assignment bug is unrelated to Gemma-4 FSDP2 shared_kv_states rebuilding per layer." + "reason": "ModelOutput key assignment vs Gemma-4 FSDP shared_kv_states rebuild is unrelated; no shared bug mechanism." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer method-name conflict and Qwen3 auto device-mapping CUDA assert are unrelated failures." + "reason": "T5 tokenizer method-name conflict and Qwen3 auto-device-map CUDA assert are entirely different problems." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "torch>=2.9 flex_attention compilation failure is different from remote_code model-loading regressions." + "reason": "Torch 2.9 flex_attention compilation failure is unrelated to remote_code model loading regressions." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Whisper loading failure and missing Float8 storage object error are different bugs in different code paths." + "reason": "Both touch v5 initialization behavior, but one is the _is_hf_initialized flag and the other is non-persistent buffer junk; not the same concrete bug." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Both are v5 regressions, but one is about _is_hf_initialized and the other about non-persistent buffer serialization." + "reason": "Whisper failing to run and Float8 storage lookup errors do not point to the same underlying issue." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Loading noise/logging is not the same as a tokenizer load failure for EMBEDDIA/est-roberta." + "reason": "Loading noise is a logging/UI issue; tokenizer load failure for EMBEDDIA/est-roberta is a functional tokenizer bug." }, { "left": "issue:43482", @@ -3115,157 +3232,157 @@ "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both involve Qwen VL training, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning failure." + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL iterable-dataset multi-image finetuning are different training-path failures." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both are sequence-classification training pathologies, but one is flash_attention_3 degenerate training and the other is num_labels=1 / problem_type zero-loss logic." + "reason": "FlashAttention3 sequence-classification degeneration and single-label num_labels=1 zero-loss are different causes of bad training." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is not the same bug as Qwen2.5-VL still-image rope index scaling." + "reason": "Multiple-images-per-prompt finetuning failure and still-image rope-index scaling are both Qwen2.5-VL, but not the same bug." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are unrelated model-loading issues." + "reason": "GGUF loading failure for Qwen2.5 and missing pad_token_id on Llama4Config are separate model-loading regressions." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to Float8 storage lookup failure." + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are distinct v5 incompatibilities." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Missing padding-mask support in MIMI Encoder and Gemma3 sliding-window NaNs are different batched-inference bugs." + "reason": "MIMI padding-mask batching mismatch and Gemma3 mixed-length NaN embeddings have different failure modes and code paths." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Mistral tokenizer regex patch crash are unrelated." + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to Mistral tokenizer regex patching." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "torch.export with torch_compilable_check and bfloat16 dtype mismatches in CI are unrelated." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging backend omission for TensorFlow and PaddleOCR-VL load failure in vLLM are unrelated." + "reason": "Packaging/backend selection for TensorFlow and PaddleOCR-VL loading in vLLM are unrelated." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is init-flag handling and the other is bfloat16 inference dtype mismatch." + "reason": "_is_hf_initialized breakage and bfloat16 inference dtype mismatch are different v5 regressions." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights unexpected argument are different bugs." + "reason": "Sliding-window issue in Qwen3-MoE is unrelated to init_empty_weights/_is_hf_initialized handling." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both touch v5 model initialization, but base_model_prefix loading breakage and custom model initialization are not the same concrete issue." + "reason": "base_model_prefix loading and custom model initialization both involve v5 loading, but they are not the same specific bug." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and junk-filled non-persistent buffers are unrelated regressions." + "reason": "ModelOutput key assignment and buffer initialization junk are separate implementation bugs." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical outputs and Perceiver interpolate_pos_encoding failure are different vision-model bugs." + "reason": "SigLIP2 nonsensical outputs via AutoModel/pipeline and Perceiver non-default resolution failure are unrelated model-specific issues." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Failure to tie lm_head weights and inconsistent lm_head.weight serialization are related thematically, but not the same bug or fix." + "reason": "AyaVision lm_head weight tying and inconsistent lm_head serialization depending on device are related only broadly by weights; not the same bug." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "glm-4v-9b loading failure and cjvt/sleng-bert loading failure are unrelated model-specific issues." + "reason": "glm-4v-9b load failure and cjvt/sleng-bert tokenizer loading are unrelated." }, { "left": "issue:43828", "right": "issue:44683", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE-instruct is unrelated to compiled flex_attention failing on torch>=2.9." + "reason": "torch.autocast dtype mismatch in Phi-tiny-MoE is unrelated to compiled flex_attention failing on torch >=2.9." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are different model/config problems." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are different model/config paths." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper-large-v2 loading failure and meta-device loading breakage are different model-loading regressions." + "reason": "Whisper load/run failure and meta-device loading regression are both loading-related but not the same code-path problem." }, { "left": "issue:44079", "right": "issue:45072", "accept": false, - "reason": "ModelOutput key assignment and bfloat16 dtype mismatch are unrelated code paths." + "reason": "ModelOutput key bookkeeping and dtype mismatch inference issues are unrelated." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer serialization junk and ModelOutput key handling are separate internal-state bugs." + "reason": "Non-persistent buffer junk and ModelOutput key assignment both concern object state, but not the same failure." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image finetuning failure and video vision_position_ids bug are different Qwen2.5-VL issues." + "reason": "IterableDataset multi-image finetuning failure and Qwen2.5-VL video position_ids bug are distinct Qwen2.5-VL regressions." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Still-image temporal position-id scaling and video position-id handling are adjacent but distinct bugs, not a single concrete change." + "reason": "Still-image temporal scaling and video vision_position_ids are separate Qwen2.5-VL rope/positioning bugs." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Int4 quantization CUDA reserved-memory regression is not the same as a model-specific CUDA OOM." + "reason": "int4 quantization memory growth and Sam3Video OOM are not the same underlying issue." }, { "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 dataset finetuning." + "reason": "inputs_embeds/past_key_values generation and Qwen2.5-VL multi-image finetuning failure are unrelated." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to strict Granite speech config validation." + "reason": "Unexpected _is_hf_initialized argument and strict config preventing granite_speech loading are different model-loading regressions." } ] }, @@ -3343,214 +3460,214 @@ "issue:43606|issue:44265", "issue:43317|issue:43873", "issue:43701|issue:45325", - "issue:43881|issue:44991", "issue:44186|issue:44265", + "issue:43881|issue:44991", "issue:43632|issue:45563", "issue:43606|issue:43819", - "issue:44610|issue:45325", "issue:43262|issue:43746", + "issue:44610|issue:45325", "issue:43454|issue:43550", "issue:43377|issue:44610", "issue:43454|issue:45072", "issue:40990|issue:45584", "issue:43572|issue:45759", - "issue:43377|issue:44898", "issue:39692|issue:40444", - "issue:43792|issue:44683", - "issue:44466|issue:45357", + "issue:43377|issue:44898", "issue:43296|issue:44991", "issue:43296|issue:44877", + "issue:43792|issue:44683", + "issue:44466|issue:45357", "issue:43454|issue:43720", "issue:43873|issue:45701", "issue:41720|issue:44977", "issue:45632|issue:45684", "issue:43404|issue:45357", - "issue:44423|issue:45406", "issue:44186|issue:45072", + "issue:44423|issue:45406", "issue:43577|issue:43708", "issue:34634|issue:35707", "issue:35707|issue:41720", - "issue:43873|issue:44756", - "issue:44877|issue:44991" + "issue:44877|issue:44991", + "issue:43873|issue:44756" ], - "prepared_review_unit_hash": "3a419a34b4fe481a33e5abc6919b2f6a80d60cacbf29e4052982cd0e3f0010c8", + "prepared_review_unit_hash": "c4ab53eb821190a35861874750b49dba0479f651d1fb2ba0180b79b69d5ca372", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37845, - "estimated_input_tokens": 9462, - "estimated_eval_tokens": 19180 + "serialized_chars": 37837, + "estimated_input_tokens": 9460, + "estimated_eval_tokens": 19176 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairs share only broad subsystem similarity, not the same concrete bug or fix. I rejected all soft edges and treated the set as non-duplicate issues rather than one duplicate thread.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs across audio, vision-language, generation, loading, serialization, and training behavior.", + "summary": "The cluster is heterogeneous: most items are distinct model-specific bugs, loader issues, or docs/examples regressions rather than duplicates. No soft pair looks like the same concrete bug/change under a strict duplicate standard.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the strongest cluster representative: it is open, has the most discussion/inbound references, and sits in the recurring offloading/quantization area that several nearby issues loosely resemble.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the broadest representative of the loader/offloading area, but it is still too general to serve as a true duplicate anchor for the whole set.", + "best_issue_reason": "issue:43873 has the best triage signal and broadest overlap with the cluster\u2019s recurring model-loading/offload theme, making it the most useful representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Different bugs: BeitImageProcessorFast label reduction vs Molmo missing all_tied_weights_keys." + "reason": "BeitImageProcessorFast label reduction vs Molmo tied-weights attribute error are unrelated bugs in different code paths." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch in Bark vs torch.export failures in compilers/checks; unrelated code paths." + "reason": "CPU-offload device mismatch for bark-small is unrelated to torch.export failures around torch_compilable_check." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offload/quantization, but one is dequantized model loading and the other is generic offloading behavior; not the same bug." + "reason": "Both touch offloading/quantization, but one is a dequantized model load failure and the other is a broader offloading behavior report; not the same concrete bug." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope index scaling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope index scaling." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Model load failure for glm-4v-9b vs tokenizer load failure for est-roberta; different failure modes." + "reason": "Tokenizer crashes on NER/padding are unrelated to export-time torch_compilable_check issues." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Tokenizer crashes on NER/padding vs torch.export/check wrapper issue; different components." + "reason": "A Whisper model loading/runtime failure is not the same as a tokenizer loading regression for est-roberta." }, { "left": "issue:43632", "right": "issue:45563", "accept": false, - "reason": "_is_hf_initialized regression is unrelated to a stale generate() warning." + "reason": "_is_hf_initialized flag regression and a stale paging warning are different bugs with different symptoms and fix paths." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU offload mismatch and DAC.from_latents mismatch are separate model bugs." + "reason": "Both mention device-related failures, but one is CPU offload mismatch and the other is DAC latent/forward mismatch from missing STE." }, { - "left": "issue:44610", - "right": "issue:45325", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Processor input-size mismatch vs RoPE temporal position scaling; not the same defect." + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:44610", + "right": "issue:45325", "accept": false, - "reason": "Sampling-rate default bug in audio chat template is different from GraniteSpeech PEFT checkpoint loading." + "reason": "Processor output resolution mismatch is not the same underlying issue as temporal position_id scaling in Qwen2.5-VL." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head weight tying bug and torch.compile SDPA failure are unrelated." + "reason": "lm_head weight tying on AyaVision is unrelated to Bamba SDPA/torch.compile failure." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batching bug vs OmDet processor resolution mismatch; different subsystems." + "reason": "MIMI padding-mask batching bug and OmDet processor/model image-size mismatch are different multimodal preprocessing problems." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight-tying issue is unrelated to dtype mismatches in bfloat16 inference." + "reason": "Weight tying in AyaVision is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity evaluation issue is unrelated to Whisper empty-transcription handling." + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription generation failure are unrelated model-specific issues." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as unwrapping text_config for composite multimodal configs." - }, - { - "left": "issue:43377", - "right": "issue:44898", - "accept": false, - "reason": "Padding-mask support in MIMI encoder is unrelated to Perceiver non-default resolution failure." + "reason": "Missing pad_token_idx in StableLmConfig and Qwen multimodal config unwrapping are different configuration bugs." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Both are multimodal, but one is a documentation/example problem and the other is a finetuning dataset bug." - }, - { - "left": "issue:43792", - "right": "issue:44683", - "accept": false, - "reason": "Whisper runtime failure and compiled flex_attention regression are unrelated." + "reason": "A SigLIP2 doc example mismatch/quantization failure is unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Both involve saving state, but one is lm_head serialization/device-dependent and the other is incorrect visual encoder keys." + "reason": "Missing padding-mask support in MIMI is unrelated to Perceiver non-default-resolution failures." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "PaddleOCR-VL loading failure is unrelated to tokenizer loading for est-roberta." + "reason": "PaddleOCR-VL loading in vLLM and est-roberta tokenizer loading are separate model-specific regressions." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "Different configuration-loading bugs: strict config rejection vs model load failure in vLLM." + "reason": "PaddleOCR-VL loading failure and strict granite_speech config loading are different failures in different subsystems." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper model runtime failure is unrelated to compiled flex_attention breakage on newer torch." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Inconsistent lm_head serialization by device is not the same as incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Tied-weight bug and packed-weight accelerate loading bug are separate model-loading issues." + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking during accelerate loading are different issues." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to tokenization changes." + "reason": "Both mention loading/tokenization-adjacent behavior, but one is quantization/offloading and the other is a general tokenization-version regression." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen3.5/Qwen3, but cudaErrorAssert on device mapping is not the same as flash-attention generation corruption." + "reason": "A800 cudaErrorAssert during auto device mapping is distinct from flash-attention generation issues in Qwen3.5." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code is different from permission propagation in save_pretrained." + "reason": "Cache-path collisions for trust_remote_code are unrelated to permission propagation in save_pretrained/register_for_auto_class." }, { "left": "issue:43404", @@ -3559,46 +3676,46 @@ "reason": "lm_head weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder key serialization." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Continuous-batching multimodal crash from a string .to() call is not the same as Gemma4Processor missing _tokenizer." + "reason": "Tokenizer batching/NER crashes and dtype mismatches in bfloat16 inference are different bug classes." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer crash and dtype mismatch in inference are different issues." + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are separate serve-time processor issues." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype propagation is unrelated to resume_from_checkpoint max_steps calculation." + "reason": "Blip2 dtype propagation and Trainer max_steps recalculation on resume are unrelated." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "BarkProcessor voice_preset failure is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Generation bug with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA assert." + "reason": "Progressive generation with cached KV is unrelated to Qwen3 auto device-mapping cudaErrorAssert." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Both mention memory/offload concerns, but one is quantization/offloading behavior and the other is mmap OOM on Strix Halo." + "reason": "Granite_speech strict-config loading and est-roberta tokenizer loading are different incompatibilities." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Granite_speech strict config loading and est-roberta tokenizer loading are different failures." + "reason": "Quantization/offloading behavior is not the same as disabling mmap on Strix Halo to avoid OOM." } ] }, @@ -3643,6 +3760,7 @@ "issue:43550", "issue:43572", "issue:43606", + "issue:43653", "issue:43720", "issue:43749", "issue:43782", @@ -3655,9 +3773,7 @@ "issue:44479", "issue:44492", "issue:44509", - "issue:44514", "issue:44534", - "issue:44545", "issue:44610", "issue:44671", "issue:44743", @@ -3680,8 +3796,8 @@ "issue:36331|issue:42915", "issue:44610|issue:44898", "issue:44186|issue:44610", - "issue:44387|issue:45704", "issue:36331|issue:42617", + "issue:44387|issue:45704", "issue:44479|issue:44918", "issue:43316|issue:44913", "issue:42915|issue:43317", @@ -3705,244 +3821,229 @@ "issue:43388|issue:45059", "issue:43606|issue:43720", "issue:42915|issue:43322", - "issue:44514|issue:44545" + "issue:43550|issue:43653" ], - "prepared_review_unit_hash": "90b6c40594e8261fe1e222dc1da20905b22f16e8cfe8433632618c115a50aa8d", + "prepared_review_unit_hash": "ea25de4ae67ecda0cf67c03140fc57ce40281be0f5e323ee2e1654acd38f7ffb", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37538, - "estimated_input_tokens": 9385, - "estimated_eval_tokens": 19026 + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "One exact duplicate pair stands out: 44514 and 44545 are the same Qwen2_5_VLProcessor batched-input crash. The other soft matches are only superficially related (same subsystem or similar failure class) and should stay separate.", - "confidence": 0.97, - "canonical_issue_reason": "issue:44514 is the best canonical issue because it is the older, clearer report and has an exact duplicate in issue:44545 with the same title and failure mode.", + "summary": "All proposed soft edges look like false positives: the cluster spans unrelated bugs across processors, tokenizers, loading/offload paths, quantization, and docs/API regressions rather than one duplicated issue or PR.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: the items are a mixed set of distinct bug reports, so there is no single duplicate hub to canonicalize.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the strongest issue anchor in this set: narrowly scoped, reproducible, and supported by an exact duplicate match.", + "best_issue_reason": "issue:43749 is the broadest loading/offload-related report and is the closest representative of the small offloading/quantization subgroup, but it still does not unify the cluster as a duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both involve Transformers v5/runtime behavior, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer initialization; different bugs and code paths." + "reason": "FSDP CPU RAM-efficient loading vs a docs-only pipeline task note; different problem and code path." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v loading failure are unrelated model/processor problems." + "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b load failure; unrelated subsystems." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py startup failure and Qwen3Moe FineGrainedFP8Config failure are different errors in different flows." + "reason": "3d_parallel.py execution failure vs Qwen3Moe FineGrainedFP8Config failure; different runtime issues." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video batch shape handling and tokenization-version drift are not the same underlying bug." + "reason": "Batched video processor shape bug vs tokenization/version change report; not the same underlying bug." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile with SDPA on Bamba-9B-v2 and BitNet packed-weight loading during accelerate are distinct issues." + "reason": "Bamba torch.compile/SDPA failure vs BitNet packed-weight loading bug; different model and failure mode." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer.compute_loss signature mismatch is unrelated to Qwen3Moe FP8 loading/config behavior." + "reason": "Trainer compute_loss signature mismatch vs Qwen3Moe FP8 loading/config issue; unrelated." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern vision preprocessing, but OmDet-Turbo 640px vs Perceiver non-default resolution are different models and fixes." + "reason": "OmDet-Turbo processor image-size mismatch vs Perceiver non-default resolution issue; separate processor/model bugs." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2Tokenizer batching/NER crash and OmDet-Turbo processor size mismatch are separate processor bugs." + "reason": "LayoutLMv2Tokenizer NER/padding crash vs OmDet-Turbo processor output size mismatch; different code paths." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Int4 quantization memory growth and T5 apex FusedRMSNorm memory leak are different resource issues with different causes." + "reason": "CustomTrainer loss signature error vs 3d_parallel.py failure; no shared underlying defect." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Unexpected trainer argument and 3d_parallel.py failure do not describe the same bug." + "reason": "Int4 quantization OOM from reserved memory growth vs T5 apex RMSNorm memory leak; not the same bug." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "A v5 video-input regression across Qwen VL models is not the same as Qwen3.5 embedding unpacking with TRL SFT trainer." + "reason": "Video-input regression in Qwen VL family vs Qwen3.5 embedding unpacking with TRL SFT trainer; distinct failures." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload bug are unrelated configuration issues." + "reason": "Gemma3TextConfig API discrepancy vs GPTNeoX rotary_pct reload regression; unrelated config issues." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 failure and dequantized-model gpu/cpu offload failure share a theme but not the same concrete defect." + "reason": "Qwen3Moe FP8 config failure vs dequantized model offload/load failure; different loading paths." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "torch.compile/SDPA on Bamba and Bark-small CPU offload device mismatch are different model/runtime problems." + "reason": "Bamba SDPA/compile issue vs Bark-small CPU offload device mismatch; different models and failure signatures." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity on gpt-oss-20b and tokenization-version changes are not the same issue." + "reason": "High perplexity on gpt-oss-20b vs tokenization version changes; not the same bug." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "processor.tokenizer regression is a specific API break, while tokenization changes is a broader version-behavior report." + "reason": "Processor.tokenizer regression in v4.57.5 vs tokenization changes across versions; different symptoms and causes." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Llava Next segfault are both load-time failures, but on different models and failure mechanisms." + "reason": "Qwen3 auto device-mapping cuda assert vs Llava Next segfault; separate model-loading crashes." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and GPT-OSS MoE TP-only failure are different model-parallelism bugs." + "reason": "Qwen3 auto device-mapping assert vs GPT-OSS MoE tensor-parallel issue; different model families and bugs." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated." + "reason": "Qwen3-MoE sliding_window behavior vs missing pad_token_idx in StableLmConfig; unrelated config/runtime problems." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked LM predictions and Qwen3.5 modular recurrent-state reset are different model internals." + "reason": "CamemBERT masked-LM prediction regression vs Qwen3.5 recurrent state reset with cache; different model logic." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and Qwen video-input regression are different failure points." + "reason": "Qwen-3-8B-NVFP4 load/runtime error vs video-input regression in Qwen VL models; separate issues." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping failure and 3d_parallel.py inability to run are separate runtime issues." + "reason": "Qwen3 device-mapping assert vs 3d_parallel.py failure; no shared code-path problem." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated." + "reason": "GenerationMixin import error vs 3d_parallel.py run failure; unrelated exceptions." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "LayoutLMv2Tokenizer and MLukeTokenizer both fail in tokenization, but they are different bugs with different triggers and models." + "reason": "LayoutLMv2Tokenizer crash vs MLukeTokenizer AttributeError; both tokenizer bugs but not the same underlying one." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3VL weight_only loading error are different code paths." + "reason": "Qwen3OmniMoe video ValueError vs Qwen3VL weight_only load error; different models and failure points." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are not the same bug." - }, - { - "left": "issue:41720", - "right": "issue:43873", - "accept": false, - "reason": "Auto device mapping cuda assert on Qwen3 and offloading-with-quantization behavior are related only at a high level, not the same defect." - }, - { - "left": "issue:43421", - "right": "issue:45701", - "accept": false, - "reason": "Runtime post-processor updates for special tokens and tokenization-version changes are different issues." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Void segmentation maps in ImageProcessor and BarkProcessor voice_preset failure are unrelated." + "reason": "Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference failure; different stack traces and components." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies is unrelated to stale docs mentioning removed pipeline tasks." + "reason": "Typo in cache strategies docs vs stale pipeline-task docs; both docs-related but not the same issue." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics dropping labels and SAM3 PCS text/bbox weird behavior are distinct bugs." + "reason": "gather_for_metrics label truncation bug vs SAM3 PCS text/bbox behavior; unrelated training vs model-input bug." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload, but Bark-small CPU offload device mismatch and BitNet packed-weight unpacking are different concrete problems." + "reason": "Bark CPU offload device mismatch vs BitNet packed-weights unpacking bug; different loading/offload mechanisms." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "These are the same bug: identical title, same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False, and one is a clear duplicate of the other." + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Llava Next segmentation fault; distinct crashes." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba compile/SDPA failure vs BigBirdTokenizer special-token decode issue; unrelated model/runtime layers." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The canonical pair choice is grounded: 44514 and 44545 have identical titles, the earlier timestamp, and the duplicate designation is plausible from the packet. The soft-edge decisions are consistently conservative, with no pair overstated as a match." - }, - "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 }, @@ -3971,7 +4072,6 @@ "issue:43421", "issue:43525", "issue:43531", - "issue:43550", "issue:43596", "issue:43606", "issue:43653", @@ -3986,10 +4086,11 @@ "issue:44220", "issue:44368", "issue:44451", + "issue:44514", + "issue:44545", "issue:44589", "issue:44610", "issue:44625", - "issue:44661", "issue:44671", "issue:44843", "issue:44898", @@ -4009,7 +4110,7 @@ "issue:45759" ], "soft_pairs": [ - "issue:43550|issue:43653", + "issue:44514|issue:44545", "issue:43531|issue:45759", "issue:43606|issue:43653", "issue:43421|issue:43927", @@ -4022,13 +4123,13 @@ "issue:43421|issue:43653", "issue:44062|issue:44451", "issue:44987|issue:45042", - "issue:42886|issue:44843", "issue:45588|issue:45759", "issue:33666|issue:35707", "issue:43531|issue:44589", + "issue:42886|issue:44843", "issue:43421|issue:44186", - "issue:43381|issue:43844", "issue:39692|issue:44610", + "issue:43381|issue:43844", "issue:44918|issue:44936", "issue:43525|issue:43531", "issue:45081|issue:45356", @@ -4036,239 +4137,235 @@ "issue:43782|issue:45381", "issue:43994|issue:44671", "issue:34634|issue:41720", - "issue:43596|issue:44220", "issue:43381|issue:45704", + "issue:43596|issue:44220", "issue:39692|issue:43873", - "issue:42915|issue:45759", - "issue:44220|issue:44661" + "issue:42915|issue:45759" ], - "prepared_review_unit_hash": "a3ebc16ffb473faa1b922408a21facc1a21b58411a9efa9731265945662174de", + "prepared_review_unit_hash": "276aab7a38f7f871880c0076b4be82e80443fb7d0b75cb4d3c2511dc32217618", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37523, - "estimated_input_tokens": 9381, - "estimated_eval_tokens": 19018 + "soft_pair_count": 31, + "serialized_chars": 37258, + "estimated_input_tokens": 9315, + "estimated_eval_tokens": 18886 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it spans unrelated tokenizer, multimodal, training, offloading, and model-configuration bugs. None of the soft pairs look like the same underlying defect or a single mergeable PR.", - "confidence": 0.84, - "canonical_issue_reason": null, + "summary": "There is one strong duplicate pair: the two Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False reports. The rest are only loosely related by broad subsystem (tokenizers, quantization, Qwen, etc.) but appear to be distinct bugs or changes.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44545 is the cleaner canonical: it states the crash condition more precisely, matches the duplicate title almost verbatim, and has slightly more discussion/references than 44514.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45081 is the clearest, most self-contained report with an explicit crash repro and multiple references; if one issue had to represent the tokenizer-regex/offline regression subset, this is the strongest candidate.", + "best_issue_reason": "issue:44545 is the best representative because it is the most exact description of the underlying batched-input padding=False crash and is already the clearer tracking thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "Different bugs: SDPA/torch.compile behavior in Bamba vs BigBird mask-token registration and decode output." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; clearly the same bug." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and Qwen multimodal config unwrapping are distinct code paths." + "reason": "Both involve Qwen models, but one is a sliding_window issue and the other is config unwrapping for multimodal from_config; different bugs." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to BigBirdTokenizer special-token handling." + "reason": "Unrelated models and symptoms: CPU offload device mismatch vs tokenizer mask-token decode behavior." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is config save/load token-id loss." + "reason": "Different layers and failures: runtime special-token post-processing vs save/load token ID loss causing generation IndexError." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token-count tracking 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 separate issues." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A LoRA warning about tie_word_embeddings does not match a save_pretrained key-mapping regression." + "reason": "A warning about tie_word_embeddings in LoRA training is unrelated to incorrect visual encoder keys in save_pretrained." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both fail on tokenizer/model loading, but they affect different models and likely different root causes." + "reason": "Both are tokenizer loading failures, but for different models and likely different root causes." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Image-size interpolation failure and bfloat16 dtype mismatch are separate inference bugs." + "reason": "Perceiver image-size interpolation failure and dtype mismatch in inference are distinct problems." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offload behavior is unrelated to T5's apex RMSNorm memory leak." + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are unrelated bugs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA asserts and GraniteSpeech PEFT checkpoint loading are different failures." + "reason": "Qwen3 device-mapping cuda assert and GraniteSpeech PEFT local checkpoint loading are different code paths." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Runtime special-token updates vs missing mask-token registration are not the same bug." + "reason": "Both mention special tokens, but one is runtime post-processor updates and the other is BigBirdTokenizer mask-token registration." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword duplication is unrelated to ScandiBERT tokenizer loading." + "reason": "AddedToken keyword duplication and tokenizer loading failure for ScandiBERT are unrelated." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Tokenizer load failure for one model family is unrelated to PIL image processors requiring torchvision." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": false, - "reason": "Both involve offline mode, but one is cache loading and the other is an unconditional model_info call in a Mistral regex patch." - }, - { - "left": "issue:45588", - "right": "issue:45759", - "accept": false, - "reason": "flash_attention s_aux handling has nothing to do with composite config unwrapping in AutoModelForCausalLM.from_config." - }, - { - "left": "issue:33666", - "right": "issue:35707", - "accept": false, - "reason": "Multi-GPU Qwen2-VL training and progressive generation cache handling are not the same defect." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Qwen3-MoE sliding_window and Float8 storage lookup are unrelated." - }, - { - "left": "issue:43421", - "right": "issue:44186", - "accept": false, - "reason": "Post-processor updates for modified special tokens do not match LayoutLMv2 NER/padding crashes." + "reason": "Loading a specific model failing and PIL image processors requiring torchvision are separate issues." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient explosion are different training issues." - }, - { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "Both mention docs/examples and image processing, but they concern different models and different mismatches." + "reason": "Gradient checkpointing eval-mode restriction is not the same as ZeRO-3 gradient inflation during training." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Qwen3.5 embedding unpacking with TRL and trainer evaluate-after-train state issues are unrelated." + "reason": "TRl SFT embedding unpacking and trainer.evaluate() after trainer.train() are different failures." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4Config pad_token_id absence is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Missing pad_token_id on Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch Mistral-regex/tokenizer regression territory, but one is a hard crash on fix_mistral_regex and the other is codec-handling regression; not the same concrete bug." + "reason": "Both touch fix_mistral_regex, but one is a hard crash loading Mistral tokenizer and the other is a Kimi-K2.5 regression with codec/warning issues." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Missing num_labels propagation and zero-loss single-label classification are related only loosely; the concrete failures differ." + "reason": "num_labels propagation in Qwen3.5 config and zero-loss classification across models are different bugs." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are distinct multimodal failures." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video vision_position_ids mismatch are separate multimodal issues." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "SigLIP2 pipeline/output mismatch and CamemBERT masked-LM regression are unrelated model-specific bugs." + "reason": "SigLIP2 bad outputs and CamemBERT masked-LM regressions are unrelated model-specific problems." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 device-mapping CUDA asserts are unrelated." + "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cuda assert are not the same bug." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel indexing and _torch_extract_fbank_features are different code paths." + "reason": "Gradient checkpointing eval-mode error and T5 apex memory leak do not share the same underlying defect." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to the T5 apex RMSNorm memory leak." + "reason": "DeepSpeed ZeRO-3/BertModel index error and _torch_extract_fbank_features() are unrelated." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 example errors and quantization/offloading behavior are different problem domains." + "reason": "SigLIP2 docs/quantization problems and offloading with quantization are different issues." }, { "left": "issue:42915", "right": "issue:45759", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and composite Qwen config unwrapping are not the same issue." + "reason": "Qwen3Moe FP8Config failure and Qwen multimodal config unwrapping are distinct configuration bugs." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "TokenizersBackend special-token updates and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer problems." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and missing Float8 storage are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Offline cache loading and unconditional model_info() calls in _patch_mistral_regex are different offline-mode issues." + }, + { + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Fbank feature extraction and add-new-model-like/tokenizer mapping logic are unrelated." + "reason": "Model load failure and torchvision dependency in PIL image processors are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Different symptoms and targets despite shared helper name; not safe to merge as one fix." + }, + { + "left": "issue:43653", + "right": "issue:45759", + "accept": false, + "reason": "BigBirdTokenizer mask-token decode bug and Qwen multimodal config unwrapping are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The 44514/44545 pair is a genuinely near-identical duplicate, and the canonical choice of 44545 is supported by the packet (clearer title and slightly more references/discussion). The remaining soft-edge verdicts are conservatively negative and do not overclaim duplication from broad subsystem similarity alone." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4288,7 +4385,7 @@ "issue:30064", "issue:36010", "issue:42915", - "issue:43322", + "issue:43334", "issue:43335", "issue:43421", "issue:43531", @@ -4312,12 +4409,13 @@ "issue:44062", "issue:44077", "issue:44186", + "issue:44220", "issue:44448", "issue:44488", "issue:44561", "issue:44625", + "issue:44661", "issue:44671", - "issue:44756", "issue:44811", "issue:44843", "issue:44877", @@ -4329,19 +4427,19 @@ "issue:45183", "issue:45381", "issue:45479", - "issue:45685", "issue:45704", "issue:45759" ], "soft_pairs": [ + "issue:44220|issue:44661", "issue:45183|issue:45479", - "issue:43618|issue:43697", "issue:43540|issue:44008", - "issue:43720|issue:43819", + "issue:43618|issue:43697", "issue:44077|issue:44625", + "issue:43720|issue:43819", "issue:43575|issue:45704", "issue:30064|issue:36010", - "issue:44756|issue:45759", + "issue:43334|issue:45759", "issue:43335|issue:43756", "issue:43653|issue:43720", "issue:43716|issue:44008", @@ -4351,221 +4449,220 @@ "issue:43550|issue:45072", "issue:44186|issue:44898", "issue:43550|issue:43819", - "issue:44843|issue:45081", "issue:43421|issue:44811", + "issue:44843|issue:45081", "issue:43643|issue:44877", "issue:44062|issue:44488", "issue:43577|issue:43818", "issue:43531|issue:43643", - "issue:43540|issue:45381", "issue:43653|issue:43819", + "issue:43540|issue:45381", "issue:44448|issue:44671", "issue:43782|issue:44977", - "issue:44561|issue:45020", - "issue:43322|issue:45685" + "issue:44561|issue:45020" ], - "prepared_review_unit_hash": "497be6d01d875f07c1c6eae18320bc8d656a68438cad76ee9cb21ffb0b1a1fcf", + "prepared_review_unit_hash": "dcf7639cc1dca7e022d07730bdaf5460e95b167afdce55a1fe1b1e0883af9683", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36077, - "estimated_input_tokens": 9020, - "estimated_eval_tokens": 18296 + "serialized_chars": 36139, + "estimated_input_tokens": 9035, + "estimated_eval_tokens": 18326 }, "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/regressions across tokenizers, multimodal models, config loading, quantization, and dtype issues. No soft pair is a clear same-root-cause duplicate under a strict triage standard; the closest is the remote_code regression pair, but it still looks broader vs. specific-cause rather than mergeable as one bug report.", + "summary": "The cluster is largely a set of superficially similar but actually distinct Transformers issues across different models and code paths. I found no soft-edge pair that is a true duplicate; most are only thematically related.", "confidence": 0.92, - "canonical_issue_reason": "issue:45020 is the broadest open umbrella-style report in the set ('Recent transformers versions break models using `remote_code`'), so it is the best single issue anchor if one must be chosen.", + "canonical_issue_reason": "issue:45020 is the closest umbrella candidate because it is the broadest remote_code regression report, but the cluster is too heterogeneous to treat it as a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best issue candidate because it is open, broadly scoped, and can naturally collect related `remote_code`/version-regression reports; the rest are mostly model-specific bugs.", + "best_issue_reason": "issue:45020 is the best global issue candidate only as a broad umbrella; it has the widest scope among the listed issues, but it should not absorb the others as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Different bugs: input validation error handling vs. classification loss degeneracy. Same family, but not the same code-path issue." + "reason": "Audio feature extraction failure vs tokenizer-mapping generation bug; different subsystems and code paths." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "CLIP output field regression vs. RTDetrV2 output differences. Both are v5 regressions, but not the same underlying defect." + "reason": "Input validation/XOR error handling vs sequence-classification loss degeneracy; not the same bug." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different multimodal failures in different models and different failure modes (video processing ValueError vs. attribute collision AttributeError)." + "reason": "Different models and failures: Qwen3OmniMoe video input processing vs Gemma3n variable collision." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Unrelated subsystems: accelerate loading of packed BitNet weights vs. DAC latent/STE mismatch." + "reason": "Missing CLIPOutput attentions field vs RTDetrV2 output regression; unrelated symptoms." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post-init policy vs. Qwen3.5 num_labels propagation. No shared concrete bug." + "reason": "PatchTSMixer post-init policy vs Qwen3.5 num_labels propagation; different configuration bugs." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading issue vs DAC forward/from_latents mismatch; not the same code path." }, { "left": "issue:43575", "right": "issue:45704", "accept": false, - "reason": "Qwen2 tensor-parallel OOM vs. T5 RMSNorm memory leak. Different models and different causes." + "reason": "Tensor-parallel OOM on Qwen2 vs T5 Apex RMSNorm memory leak; unrelated problems." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Segmentation map processing vs. GenerationMixin import failure; unrelated." + "reason": "Image processor segmentation-map handling vs GenerationMixin import error; completely different areas." }, { - "left": "issue:44756", + "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "mmap/OOM on Strix Halo is unrelated to Qwen multimodal config unwrapping." + "reason": "Both involve Qwen multimodal config loading, but one is a missing pad_token_id field and the other is text_config unwrapping; not the same bug." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug vs. SmolLM3 RoPE-layer drop; not the same change." + "reason": "SwitchTransformers sparse-layer construction vs Smollm3 RoPE-layer selection; distinct model/config issues." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird tokenizer special-token registration bug vs. BitNet packed-weight loading bug." + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking bug; unrelated." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mismatched image-preprocessor/model dtype in Mistral-3 vs. Gemma3n variable collision; unrelated." + "reason": "Mistral image-preprocessor dtype mismatch vs Gemma3n audio-mask attribute collision; different models and failures." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Qwen3MoE FP8 config failure vs. GraniteSpeech PEFT local-checkpoint loading; different code paths." + "reason": "Qwen3Moe FP8 config failure vs GraniteSpeech checkpoint/adapters loading; not the same underlying issue." }, { "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "Local checkpoint/PEFT loading vs. Qwen2.5-VL video position IDs; not the same bug." + "reason": "Local checkpoint loading with PEFT adapters vs Qwen2.5-VL video position IDs; different loaders and bugs." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "GraniteSpeech PEFT loading is unrelated to quantization offloading behavior." + "reason": "Checkpoint/adapters loading vs offloading with quantization; related theme, but not the same concrete failure." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Bamba torch.compile+SDPA failure vs. dtype mismatch in other models; no shared concrete defect." + "reason": "torch.compile+SDPA regression on Bamba vs bfloat16 dtype mismatches on other models; unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes vs. Perceiver non-default resolution failure; unrelated." + "reason": "Tokenizer padding/truncation crash vs Perceiver image-classification resolution failure; different model families and paths." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different model families and failures (compile/SDPA vs. DAC latent reconstruction mismatch)." + "reason": "Bamba compile/SDPA issue vs DAC latent conversion mismatch; no shared code path." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Both involve _patch_mistral_regex, but one is offline network access and the other is an attribute crash; related area, not the same bug." + "reason": "Runtime special-token/post-processor sync bug vs Whisper batch_decode skip_special_tokens behavior; both tokenizer-related but not the same issue." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Runtime special-token/post-processor update bug vs. Whisper batch_decode skip_special_tokens issue; different behavior." + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; different failure modes." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "trust_remote_code missing fields vs. strict config rejection for granite_speech; similar theme, different root cause." + "reason": "trust_remote_code config field loss vs strict-config rejection of granite_speech; separate config-loading bugs." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken constructor error vs. a model-loading regression for sleng-bert; not the same issue." + "reason": "AddedToken constructor argument collision vs model loading failure for cjvt/sleng-bert; no evidence of the same root cause." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation bug vs. Video-LLaVA temporal-attention/weight-sharing bug; unrelated." + "reason": "BLIP2 dtype propagation bug vs Video-LLaVA missing temporal attention/weight sharing; unrelated model issues." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE vs. trust_remote_code config fields; no overlap in concrete defect." + "reason": "Qwen3-MoE sliding_window behavior vs trust_remote_code config-field loss; different subsystems." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Both are video-related multimodal issues, but they affect different models and different tensors/fields." + "reason": "BigBird tokenizer special-token registration vs DAC latent conversion mismatch; unrelated." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Tokenizer special-token registration vs. DAC latent/STE mismatch; unrelated." + "reason": "Both are video-related Qwen issues, but one is video input processing in Qwen3OmniMoe and the other is incorrect vision_position_ids in Qwen2.5-VL; not the same bug." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model regressions (Pegasus seq2seq outputs vs. CamemBERT masked LM predictions) with no shared code-path." + "reason": "Different regression reports for different models and tasks (Pegasus generation vs CamemBERT masked LM)." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error vs. Qwen3.5 flash-attention generation issue; distinct failures." + "reason": "Qwen3VL loading with weight_only=True vs Qwen3.5 flash-attention generation; same family, different concrete problems." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "These are the closest thematically, but one is a specific missing helper affecting trust_remote_code models while the other is a broader umbrella report; not clearly the same concrete bug." - }, - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Llava Next loading segfault vs. MPS histogram/int-type error in moe code; unrelated." + "reason": "Both concern remote_code breakages, but one is specifically is_torch_fx_available removal and the other is a broad umbrella report; not a single concrete bug." } ] }, @@ -4595,6 +4692,7 @@ "issue:36331", "issue:42175", "issue:43262", + "issue:43322", "issue:43329", "issue:43404", "issue:43452", @@ -4602,7 +4700,6 @@ "issue:43577", "issue:43582", "issue:43606", - "issue:43638", "issue:43644", "issue:43650", "issue:43653", @@ -4635,9 +4732,11 @@ "issue:45406", "issue:45538", "issue:45600", + "issue:45685", "issue:45701" ], "soft_pairs": [ + "issue:43322|issue:45685", "issue:43825|issue:43994", "issue:44821|issue:45084", "issue:30064|issue:36331", @@ -4646,108 +4745,107 @@ "issue:43577|issue:43582", "issue:44186|issue:44442", "issue:43606|issue:45072", - "issue:43452|issue:44991", "issue:34634|issue:36010", + "issue:43452|issue:44991", "issue:44805|issue:44936", - "issue:42175|issue:45081", "issue:44610|issue:45072", - "issue:45081|issue:45406", - "issue:44060|issue:44368", + "issue:42175|issue:45081", "issue:43720|issue:45072", + "issue:45081|issue:45406", "issue:44671|issue:45701", "issue:43650|issue:43906", + "issue:44060|issue:44368", "issue:43404|issue:43782", "issue:43582|issue:44857", "issue:43262|issue:43819", "issue:43526|issue:43697", "issue:45084|issue:45538", - "issue:43329|issue:45600", "issue:43644|issue:43749", - "issue:43653|issue:44912", - "issue:43638|issue:44936" + "issue:43329|issue:45600", + "issue:43653|issue:44912" ], - "prepared_review_unit_hash": "dff2d74608186a77ff75565e1f9d9bedec3ccbdf69208f9a28dca3fc0ad8c828", + "prepared_review_unit_hash": "e336cd086a54854a4afb23ca1774bf7e96cebbb27dc3974559d7091a500b05cf", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35495, - "estimated_input_tokens": 8874, - "estimated_eval_tokens": 18004 + "serialized_chars": 35995, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated single-issue bug reports across tokenizers, model loading, training, quantization, and v5 migration. There is no strong duplicate core; at most, a small v5 pipeline-removal/docs subgroup exists.", - "confidence": 0.94, - "canonical_issue_reason": "No true canonical duplicate stands out because the cluster is broad and mostly unrelated. If a representative issue is needed, 43825 is the closest hub for the v5 pipeline-removal subgroup, but it does not unify the rest of the cluster.", + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad vocabulary or subsystem area, but not the same concrete bug/change. I would not merge any of the candidate soft edges. If forced to anchor the cluster, issue 43825 is the closest representative because it is the most central of the pipeline-v5-related items.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43825 is the closest thing to a hub in this set: it is concrete, user-facing, and is the only item with nearby v5 pipeline-removal follow-ups in the soft links. It is still not a true duplicate of the others, but it is the best anchor among the issues.", "canonical_pr_reason": null, - "best_issue_reason": "43825 is the most central representative of the only visible thematic subgroup (v5 pipeline/task-removal messaging), but it should not be treated as the canonical duplicate for the whole cluster.", + "best_issue_reason": "issue:43825 is the best overall issue to represent the cluster because it is specific, actionable, and closest to the only small thematic pocket here (pipeline/v5 migration).", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different failures in different stacks: Llava Next loading segfault vs Apple Silicon MPS histogram error. Only broad ML/runtime similarity." + }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Different bugs: v5 pipeline error-message/task support wording vs a SigLIP2 model quality regression." + "reason": "Both mention pipeline/model behavior, but one is an error-message regression and the other is bad model outputs. Not the same bug." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Unrelated areas: AutoImageProcessor URL loading vs a template compilation TypeError in a different subsystem." + "reason": "Unrelated code paths: URL image processor loading vs Jinja/template compilation error." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Different code paths: image processor segmentation-map handling vs CustomTrainer.compute_loss signature mismatch." + "reason": "Different domains entirely: image segmentation-map processing vs a trainer compute_loss signature mismatch." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both involve v5 pipeline removals, but one is runtime error messaging and the other is documentation cleanup; not the same underlying bug/change." + "reason": "Related v5 pipeline-removal theme, but one is runtime error messaging and the other is docs lag. Too different to be one duplicate/change." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + "reason": "Different topics: GLM-5 RoPE implementation vs documentation still mentioning removed pipeline tasks." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Different issues: Blip2 dtype propagation vs an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Different bugs: dtype propagation in BLIP-2 loading vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-related, but they concern different tokenizers and different failure modes." + "reason": "Both are tokenizer issues, but with different tokenizers, symptoms, and code paths." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to bfloat16 dtype mismatches in other models." - }, - { - "left": "issue:43452", - "right": "issue:44991", - "accept": false, - "reason": "Both are loading failures, but they target different models and different loading logic." + "reason": "Different model/runtime mismatches: CPU offload device mismatch vs bfloat16 dtype mismatch." }, { "left": "issue:34634", @@ -4756,106 +4854,106 @@ "reason": "BarkProcessor voice_preset behavior is unrelated to the GenerationMixin import error." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Generic tensor mask shape IndexError is not the same bug as trainer.evaluate() failing after train()." + "reason": "Both involve loading/tokenizers, but the concrete regressions are different and do not look mergeable into one fix." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Packaging/backend inclusion bug is unrelated to a Mistral tokenizer regex patch crash." + "reason": "Mask-shape IndexError during indexing is unrelated to evaluate() failing after train()." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and dtype mismatch are different concrete problems." + "reason": "Processor image-size mismatch vs dtype mismatch; different code paths and fixes." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer/processor loading, but they are different objects and different attribute errors." + "reason": "Backend dependency packaging issue vs tokenizer regex patch crash; no shared underlying bug." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Both mention tied-weights warnings, but one is a specific incorrect weight tie and the other is a config warning during LoRA fine-tuning." + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from bfloat16 dtype mismatch." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to general bfloat16 dtype mismatches." + "reason": "Both are attribute errors in tokenizer/processor handling, but they affect different models and different code paths." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression and version-dependent tokenization changes are related only at a very broad level, not the same bug." + "reason": "Specific CamemBERT MLM regression vs generic tokenization changes across versions; too broad and not the same bug." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Placeholder issue title vs an isolated reproduction of another bug; no duplicate evidence." + "reason": "No meaningful duplicate relationship; one is a placeholder-like issue title and the other is an isolated reproduction report." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "They both mention tied-weights warnings, but one reports a concrete incorrect tying bug and the other is a user-visible warning in a different scenario; not clearly the same code-path defect." }, { "left": "issue:43404", "right": "issue:43782", "accept": false, - "reason": "Mistral3 tied-weights bug and Qwen3VL weight_only loading error are different model-specific issues." + "reason": "Different model-loading problems in different model families; not the same bug." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are unrelated runtime environments and failures." + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP loss crash are unrelated runtime issues." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and DAC forward/from_latents mismatch are different code paths." + "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch are different bugs." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 output differences are not the same underlying issue." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 differing outputs in v5." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation TypeError is unrelated to CLIPTokenizer model_max_length behavior." - }, - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Undefined multimodal-token helpers in video processing and stale auto_mappings entries are separate maintenance bugs." + "reason": "Template compilation error vs CLIPTokenizer model_max_length constant issue; different subsystems." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are both loading-related but not the same failure." + "reason": "Both are loading-related, but one is non-persistent buffer initialization and the other is FSDP CPU RAM-efficient loading." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "BigBird special-token decoding bug is unrelated to MXFP4 quantization fallback behavior." + "reason": "Undefined video-token helper bug vs removed-config reference in auto_mappings; not the same underlying change." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Zero3/non-pretrained Bert index error is a different failure mode from trainer.evaluate() after trainer.train()." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to MXFP4 quantization fallback." } ] }, @@ -4886,7 +4984,6 @@ "issue:38175", "issue:39692", "issue:40990", - "issue:41720", "issue:42915", "issue:43257", "issue:43262", @@ -4896,10 +4993,10 @@ "issue:43454", "issue:43526", "issue:43531", - "issue:43540", "issue:43550", "issue:43577", "issue:43582", + "issue:43638", "issue:43643", "issue:43645", "issue:43697", @@ -4920,6 +5017,7 @@ "issue:44811", "issue:44849", "issue:44912", + "issue:44936", "issue:44977", "issue:45042", "issue:45356", @@ -4929,15 +5027,16 @@ "issue:45759" ], "soft_pairs": [ - "issue:44589|issue:45042", + "issue:43638|issue:44936", "issue:43746|issue:44811", - "issue:38175|issue:44610", + "issue:44589|issue:45042", "issue:43454|issue:43577", + "issue:38175|issue:44610", "issue:43854|issue:44977", - "issue:43526|issue:44554", "issue:36010|issue:43645", - "issue:44568|issue:45488", + "issue:43526|issue:44554", "issue:34634|issue:36331", + "issue:44568|issue:45488", "issue:43819|issue:43927", "issue:39692|issue:44912", "issue:43257|issue:43329", @@ -4957,211 +5056,216 @@ "issue:43697|issue:45357", "issue:43452|issue:43582", "issue:42915|issue:43742", - "issue:41720|issue:43540", "issue:44291|issue:45042" ], - "prepared_review_unit_hash": "77c2910350abc8709843bf60b181576d4ecc9b546821a6dc449f01fcda98020b", + "prepared_review_unit_hash": "52e6a02eab8b2c81fbce6a58a252d951bd59029a4d4b26acde00b79c1e46cc2f", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36972, - "estimated_input_tokens": 9243, - "estimated_eval_tokens": 18742 + "serialized_chars": 37020, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The provided items are mostly unrelated transformer bugs across different subsystems and model families. I rejected all soft pairs; there isn\u2019t a clear duplicate cluster or single canonical issue here. No pull requests were provided.", + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues: trainer state, loading/config regressions, tokenizer changes, multimodal/video bugs, and processor/model mismatches. I don\u2019t see any true duplicate pairs; the similarities are generally only at the subsystem level.", "confidence": 0.93, - "canonical_issue_reason": null, + "canonical_issue_reason": "issue:45701 is the broadest and most representative active issue around tokenizer behavior changes, with inbound references and a title that captures the shared theme better than the narrower variants.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45701 is the best global representative because it is open, broadly worded, and sits closest to the recurring tokenizer-regression slice of this otherwise heterogeneous cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Different bugs: float8 storage lookup failure vs PIL image processor torchvision dependency regression." + "reason": "Both are trainer/runtime failures, but one is a DeepSpeed Zero3 indexing error and the other is an evaluate-after-train bug; different code paths and symptoms." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different code paths: GraniteSpeech PEFT/local checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + "reason": "Local PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skip_special_tokens behavior." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Different models and failures: SigLIP2 zero probabilities vs OmDet-Turbo processor/model input shape mismatch." + "reason": "Float8 storage lookup failure and PIL-image-processor torchvision dependency are unrelated problems." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Unrelated issues: AyaVision lm_head tying bug vs Blip2 dtype not propagating to submodules." + "reason": "Weight tying in AyaVision and Blip2 dtype propagation are different model-loading bugs." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Both involve model loading/generation, but they are different models and different failure modes." + "reason": "Both mention model/processor mismatches, but one is SigLIP2 zero probabilities and the other is OmDet-Turbo image-size mismatch; not the same bug." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Different subsystems: BeitImageProcessorFast label reduction vs MPS attention correctness issue." + "reason": "GLM-4.7-Flash loading failures are not the same as Qwen3.5 flash-attention generation regressions." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import error is unrelated to Jupyter custom-model initialization breakage." + "reason": "GenerationMixin import errors and Jupyter custom-model initialization issues are distinct import/runtime regressions." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and distinct underlying causes." + "reason": "BeitImageProcessorFast label reduction and MPS attention correctness are unrelated." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Different bugs: BarkProcessor voice_preset handling vs CustomTrainer.compute_loss signature change." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss kwarg handling are unrelated APIs and failures." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer behaviors and model families; not one concrete duplicate bug." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different object types and failures: DAC forward/from_latents mismatch vs DiaConfig save/load losing token IDs." + "reason": "DAC from_latents mismatch and DiaConfig save/load token-id loss are different model/config bugs." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors are not the same as a quantization fallback bug in git-oss-20b." + "reason": "SigLIP2 docs example errors and MXFP4 quantization fallback in git-oss-20b are separate issues." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Different problems: Qwen3 MoE weight conversion/loading vs undefined video-token counting helpers in multimodal token logic." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal video token counting undefined names are different code paths." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different failures: BitNet packed-weight loading vs OmDet-Turbo processor output shape." + "reason": "Packed-weight unpacking during accelerate loading and processor image-shape mismatch are unrelated." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument compatibility." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are both loading-related but not the same bug." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Unrelated: torch.compile/SDPA crash in Bamba vs MXFP4 quantization fallback in git-oss-20b." + "reason": "torch.compile+SDPA failure in Bamba and MXFP4 quantization fallback in git-oss are separate failures." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer regressions, but different models and different root causes (special-token addition vs codec/warning behavior)." + "reason": "Both are tokenizer regressions, but the specific models and faulty behaviors differ." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to Whisper batch_decode special-token skipping." + "reason": "Audio chat-template sampling rate defaults and Whisper batch_decode token skipping are unrelated processor behaviors." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Different areas: Qwen3-MoE sliding window logic vs PIL backend torchvision dependency regression." + "reason": "Qwen3-MoE sliding_window and PIL backend torchvision dependency are unrelated." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and CustomTrainer.compute_loss kwargs are separate compatibility bugs." + "reason": "GenerationMixin import resolution and CustomTrainer.compute_loss signature handling are different issues." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both touch config/model loading, but one is trust_remote_code field loss and the other is composite config unwrapping in AutoModelForCausalLM.from_config." + "reason": "Both involve config/model construction, but one loses fields with trust_remote_code while the other fails to unwrap text_config in composite configs." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token counter update bug is unrelated to GPT-OSS perplexity behavior." + "reason": "TrainerState token counting and high perplexity on gpt-oss-20b are unrelated." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both involve video-related paths, but one is undefined helper usage in token counting and the other is batched processor output shape." + "reason": "Undefined video token-count helpers and batched video processor output shape are distinct video-path bugs." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Related area, but not clearly the same concrete bug; one is an undefined-variable video-token path, the other is a broader video regression across several models." + "reason": "One is an undefined-helper bug in token counting; the other is a broader video-input regression across Qwen video models." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output behavior and generic tokenization changes are unrelated." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Distinct loading failures: accelerate+deepspeed MoE weight conversion vs Qwen3-VL weight-shape mismatch." + "reason": "Qwen3 MoE loading with accelerate/deepspeed and Qwen3-VL weight-shape mismatches are different model-loading failures." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different regressions: RTDetrV2 output differences vs Qwen3.5 save_pretrained visual-key serialization bug." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained visual-key regression are unrelated." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file/from_pretrained breakage is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + "reason": "gguf_file tokenizer/model loading and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different model/loading failures: FineGrainedFP8Config handling vs MobileLLM-125M key error." - }, - { - "left": "issue:41720", - "right": "issue:43540", - "accept": false, - "reason": "Different Qwen3-family issues with different symptoms and code paths: device-mapping CUDA assert vs video-input ValueError." + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM-125M key error do not share a concrete bug." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to the PIL backend torchvision requirement regression." + "reason": "init_empty_weights argument handling and PIL backend torchvision dependency are unrelated." } ] }, @@ -5190,6 +5294,7 @@ "issue:36010", "issue:36331", "issue:38175", + "issue:41720", "issue:42175", "issue:42915", "issue:43257", @@ -5234,16 +5339,17 @@ "issue:45588" ], "soft_pairs": [ + "issue:41720|issue:43540", "issue:33357|issue:34567", "issue:44987|issue:45538", "issue:43317|issue:45538", - "issue:44479|issue:45381", "issue:42915|issue:44821", + "issue:44479|issue:45381", "issue:43540|issue:44560", "issue:43927|issue:44912", + "issue:43540|issue:44479", "issue:43577|issue:45072", "issue:42915|issue:45538", - "issue:43540|issue:44479", "issue:43257|issue:43756", "issue:43257|issue:43696", "issue:45137|issue:45405", @@ -5255,8 +5361,8 @@ "issue:43646|issue:43749", "issue:43749|issue:44756", "issue:44062|issue:45081", - "issue:36010|issue:42175", "issue:34567|issue:36331", + "issue:36010|issue:42175", "issue:43643|issue:45375", "issue:43493|issue:43994", "issue:42175|issue:43824", @@ -5265,224 +5371,230 @@ "issue:43526|issue:45479", "issue:44792|issue:44964" ], - "prepared_review_unit_hash": "87a48cc783f553522352302c4e8f2010ea18867513fb5bdd02e6cc743b27ba94", + "prepared_review_unit_hash": "f21f3bf86e9863844ca018d0c36ed334efd3db97d799a70c1e3fbc08cc699557", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36274, - "estimated_input_tokens": 9069, - "estimated_eval_tokens": 18394 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37139, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set with no clear global duplicate cluster. The SigLIP2 and Qwen video pairs are related by model/symptom, but not strong enough to accept as duplicates from metadata alone.", - "confidence": 0.61, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous; only a few pairs look like true duplicates based on the same concrete bug path. The strongest matches are the Qwen video-regression reports, the SigLIP2 output discrepancy reports, and the config-field-loss reports.", + "confidence": 0.74, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the items span many unrelated bugs; if one must be chosen, issue 44479 is the best anchor because it is a clear regression report with a closely related duplicate in 45381.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43994 is the strongest single representative of the set because it is concrete and most closely aligns with 43493, but the relationship is still only soft/likely-related rather than a proven duplicate.", + "best_issue_reason": "Issue 44479 is the best overall issue to anchor this cluster because it is a concrete, user-facing regression with the clearest duplicate signal and broad enough scope to represent the accepted Qwen video-input pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen failures: auto device-map CUDA assert vs video-input ValueError; not the same bug." + }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Different subsystems and symptoms: Mac CLIP bus error vs TrainerState token counting not updating." + "reason": "Completely unrelated bugs: MacOS bus error in CLIP vs TrainerState token counter not updating." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Both concern loading behavior, but they describe different model/config failures and no shared concrete code path." + "reason": "Tokenizer/model loading regression vs CLIPTokenizer max-length issue; different code paths." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Unrelated bugs: dequantized model offload failure vs CLIPTokenizer max-length behavior." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": false, - "reason": "Same general Qwen2.5-VL video area, but the evidence only shows a likely related regression, not the same concrete bug." + "reason": "device_map/offload loading failure is unrelated to CLIPTokenizer max_length handling." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different models and failures: Qwen3Moe FP8 config vs AutoImageProcessor URL loading." + "reason": "Qwen3MoE FP8 loading bug vs AutoImageProcessor-from-URL issue; different components." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen video-input regression in transformers 5.3.0, including wrong vision position handling." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but they affect different Qwen models with different errors." + "reason": "Both involve video inputs, but the models and reported failures differ; not clearly one concrete bug." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Different load/serialization problems with no clear shared code path." + "reason": "DiaConfig token-ID loss and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Shared video theme, but different Qwen model families and symptom details; too broad to merge." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype issues, but on different model families and different failure modes." + "reason": "Separate dtype bugs in different models and inference paths; not the same issue." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "No meaningful overlap beyond being load/config issues; the affected components are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Both involve video inputs, but the model families and concrete failures differ." + "reason": "Qwen3MoE FP8 loading bug does not match CLIPTokenizer model_max_length behavior." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different bugs: Qwen3 MOE loading/conversion vs Smollm3 RoPE layer mismatch." + "reason": "Qwen3 MoE weight-conversion bug is unrelated to SmolLM3 RoPE-layer mismatch." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MOE loading/conversion failure and GPT-oss OOM are unrelated." + "reason": "Different failure modes: MoE weight conversion vs CUDA OOM." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "Completely unrelated: DeepSpeed ZeRO3 deque error vs PEFT version pinning." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to peft version bump." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and failure modes: SigLIP2 zero probabilities vs Perceiver interpolation issue." + "reason": "Different vision-model correctness bugs with different triggers and symptoms." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU device bug and flash_attention sinkless-model AttributeError are unrelated." + "reason": "XLNet CPU tensor allocation bug and flash-attention AttributeError are unrelated." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related, but the concrete bugs and models differ." + "reason": "Tokenizer loading problems, but the concrete causes differ: AddedToken kwarg collision vs est-roberta load failure." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Different loading failures with no shared concrete cause." + "reason": "MobileLLM key error and init_empty_weights _is_hf_initialized TypeError are different load-path bugs." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "An isolated reproduction reference is not the same as the Qwen2.5-VL video regression." + "reason": "One is an isolated reproduction of another issue; the title does not establish the same Qwen2.5-VL video bug." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Generic custom-model init breakage vs FSDP CPU RAM efficient loading; too broad to merge." + "reason": "Custom model init breakage and FSDP CPU RAM-efficient loading are different code paths." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both touch memory/loading, but the concrete failure modes and targets differ." + "reason": "Both mention memory/loading, but one is FSDP-specific and the other is mmap on Strix Halo; not duplicates." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken duplication and Mistral regex patch AttributeError are different bugs." + "reason": "Different tokenizer errors: AddedToken duplication vs missing backend_tokenizer in Mistral regex patch." }, { - "left": "issue:36010", - "right": "issue:42175", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and missing TensorFlow backend are unrelated." + "reason": "TrainerState token-count update and compute_loss signature mismatch are separate Trainer API issues." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:36010", + "right": "issue:42175", "accept": false, - "reason": "Training-state token accounting and custom compute_loss signature errors are different issues." + "reason": "GenerationMixin import failure is unrelated to TensorFlow missing from the torch extra." }, { "left": "issue:43643", "right": "issue:45375", - "accept": false, - "reason": "Both concern config fields, but one is generic trust_remote_code field loss and the other is a specific Qwen vision config strict-field drop." + "accept": true, + "reason": "Both point to config fields being dropped on load; 45375 is a concrete model-specific instance of the same missing-fields problem." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Same model family and symptom area, but not enough evidence to call this the same concrete bug from titles/body metadata alone." + "accept": true, + "reason": "Both concern the same SigLIP2 model discrepancy causing incorrect outputs in HF compared with the expected behavior." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Package/backend install issue vs missing model import; unrelated." + "reason": "Packaging/backend dependency issue and Qwen2_5_VL import error are unrelated." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Different model-loading failures with no shared concrete cause." + "reason": "GGUF tokenizer/model loading breakage and failure to load a specific BERT model are different problems." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different APIs and failure modes: init_empty_weights/_is_hf_initialized vs AutoImageProcessor URL loading." + "reason": "init_empty_weights constructor error and AutoImageProcessor URL loading error are unrelated." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiT label reduction bug vs sequence-classification zero-loss bug are not the same issue." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal load/generate problems, but they affect different models and symptoms." + "reason": "Different multimodal model failures with different symptoms and code paths; not enough evidence of one underlying bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall clustering is mostly conservative, but it overstates the evidence on the SigLIP2 pair. From the packet we only have titles/body metadata, and those two issues are related by model and symptom, not enough to call them a \"clear duplicate match\" or the \"same bad-output behavior\" with high confidence. The Qwen2.5-VL video pair is also only plausibly related, not definitively the same regression. I would keep both as tentative/likely-related rather than accepted duplicates." + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The three accepted pairs are well supported by the issue titles: the Qwen video regression pair, the SigLIP2 discrepancy pair, and the config-field-loss pair. The cluster-level summary appropriately frames the rest as heterogeneous without overclaiming duplicates. No obvious overstatement stands out." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5552,13 +5664,13 @@ "issue:45042|issue:45081", "issue:44484|issue:44704", "issue:45405|issue:45600", - "issue:43756|issue:45325", "issue:43742|issue:44589", + "issue:43756|issue:45325", "issue:28282|issue:29127", "issue:43531|issue:44821", "issue:43697|issue:45216", - "issue:44514|issue:45381", "issue:43643|issue:44561", + "issue:44514|issue:45381", "issue:44625|issue:44877", "issue:43582|issue:44977", "issue:43452|issue:43577", @@ -5576,202 +5688,202 @@ "issue:44361|issue:44442", "issue:43653|issue:44361" ], - "prepared_review_unit_hash": "21f65759228630fdde4e03317e6641bb64320861e79d7b2ebb5100a3043f4471", + "prepared_review_unit_hash": "1fd38f3b157a8dd2741cb5f50b8a82e973fd86b5b090549b3b37bbcabeca868c", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35540, - "estimated_input_tokens": 8885, - "estimated_eval_tokens": 18026 + "serialized_chars": 35536, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformer bug reports spanning tokenizers, loading, vision, configs, and serialization. Only the tied-weights save_pretrained reports (issue:44466 and issue:45005) look plausibly like the same underlying regression; the rest are distinct bugs.", - "confidence": 0.56, - "canonical_issue_reason": "issue:45005 is the best representative of the only near-duplicate tied-weights regression in the set; issue:44466 looks like a narrower device-dependent symptom of the same save_pretrained problem.", + "summary": "The cluster is mostly a grab bag of unrelated bug reports. Only one soft pair looks plausibly like the same underlying v5 tied-weights serialization problem; the rest are distinct issues affecting different code paths or models.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45005 is the best representative of the only plausible duplicate pair because it states the broader tied-weights-on-v5 problem directly, while issue:44466 is the more specific device-dependent manifestation.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is the most general and actionable report for the tied-weights serialization regression, so it is the strongest issue candidate in this cluster.", + "best_issue_reason": "issue:45005 is the strongest global representative: it is the broadest, most general statement of the tied-weights regression and fits the duplicate cluster better than the more specific report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Generic missing-PyTorch import error vs a specific Llama 3.2 vision loading regression; different failures and code paths." + "reason": "Different failures: missing PyTorch import vs a model-loading regression for Llama 3.2 Vision." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Torchvision dependency regression in image processors vs a Mistral tokenizer regex crash; unrelated subsystems." + "reason": "Unrelated areas: torchvision dependency for PIL image processors vs a Mistral regex/tokenizer crash." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Question about `max_shard_size` vs `AutoProcessor` not forwarding kwargs to `cached_file`; not the same bug." + "reason": "One is about save_pretrained shard sizing, the other about AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Released-version dependency bump vs stale auto-mapping config references; different maintenance problems." + "reason": "Unrelated: PEFT minimum version bump vs removed Sam3LiteText config references in auto_mappings." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Both involve RoPE-related math, but on different models and different mechanisms; not the same underlying bug." + "reason": "Different code paths and symptoms: MobileLLM loading key error vs float8 storage lookup failure." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "MobileLLM key error during load vs float8 storage lookup failure; distinct runtime issues." + "reason": "Both involve positional/rope logic, but they affect different models and different implementations." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch import error vs LayoutLMv3 box-validation messaging; no shared root cause." + "reason": "ImportError for missing PyTorch is unrelated to layoutlmv3 box-validation error messaging." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs image processor loading from URL; unrelated areas." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to loading AutoImageProcessor from a URL." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output mismatch in v5 vs Qwen3.5 save_pretrained regression; different models and operations." + "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 save_pretrained checkpoint corruption." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is a chat-template batching crash and the other is wrong video position IDs." + "reason": "Missing fields from AutoConfig trust_remote_code loading is separate from removal of is_torch_fx_available." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Both touch `trust_remote_code`, but one is missing config fields and the other is a v5 API removal breaking remote-code models; different root causes." + "reason": "Both are Qwen2.5-VL issues, but one is chat-template batching and the other is video vision_position_ids." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "`num_labels` propagation bug vs strict-config rejection for a different model family; not duplicates." + "reason": "num_labels propagation for Qwen3.5 is a different config problem than strict granite_speech config loading." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs Qwen3.5 flash-attention generation issue; unrelated." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation bugs." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF loading failure vs Blip2 dtype not respecting requested precision; different code paths." + "reason": "Tokenizer/model loading via gguf_file is unrelated to BLIP2 dtype propagation." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading vs Perceiver resolution/interpolation bug; unrelated model-specific issues." + "reason": "Packed-weight unpacking in BitNet loading is a different bug from Perceiver interpolation on non-default resolution." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are chat-template crashes, but the triggers are different enough that they do not look like one underlying bug." + "reason": "Same API surface, but different triggers: batched padding=False vs assistant tool-call messages with empty content." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "GGUF tokenizer/model loading issue vs offline Mistral regex patch calling `model_info()`; different failures." + "reason": "gguf_file loading failure is unrelated to mistral-regex offline-mode model_info calls." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Packaging/backend dependency issue vs a specific model-loading report; no shared bug." + "reason": "Packaging/backend dependency issue is unrelated to a specific tokenizer/model loading failure." }, { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Both describe v5 tied-weights/save_pretrained regressions around `lm_head.weight` and translation models, pointing to the same serialization code path." + "reason": "These both describe the same tied-weights regression in v5/save_pretrained, with 45005 being the broader umbrella report and 44466 the more specific device-dependent symptom." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent conversion mismatch vs Whisper batch_decode token handling; unrelated audio-model behaviors." + "reason": "DAC latent reconstruction mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 vs Kimi-K2.5 codec handling and warning text; different issues." + "reason": "Different regressions: processor.tokenizer access/images-to-tokenizer breakage vs Kimi-K2.5 codec and warning issues." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 Gemma3 loading index error vs trainer evaluate-after-train failure; not the same code path." + "reason": "DeepSpeed ZeRO-3 loading error for Gemma3 is unrelated to trainer.evaluate() after train()." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "BigBird special-token decode bug vs mdeberta BOS/EOS handling in add_special_tokens; different tokenizer implementations." + "reason": "Both concern special tokens, but BigBird mask-token registration and mdeberta BOS/EOS insertion are different bugs." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error vs LayoutLMv3 error-message clarity; unrelated." + "reason": "DeepSpeed training weight-dimension runtime error is unrelated to LayoutLMv3 error-message clarity." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 zero-probabilities issue vs processor/tokenizer regression; different model behavior and failure mode." + "reason": "siglip2 zero-probabilities output issue is unrelated to processor.tokenizer regression." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLuke tokenizer task AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer; different tokenizer bugs." + "reason": "Different tokenizer failures: MLuke task AttributeError vs FastSpeech2ConformerTokenizer loading failure." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration bug vs MLuke AttributeError on tasks; unrelated." + "reason": "BigBird special-token registration and MLuke task AttributeError are unrelated tokenizer bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The only accepted near-duplicate pair, issue:44466 and issue:45005, is plausibly the same tied-weights/save_pretrained regression; the other soft-edge rejections are appropriately cautious based on the titles alone." + "feedback": "The summary is grounded in the packet and the soft-edge judgments are conservative. The lone accepted pair, issue:44466 and issue:45005, is a plausible same-bug cluster around v5 tied-weights serialization, while the other pairs are reasonably rejected based on distinct titles/symptoms." }, "evaluator_used": true, "retried": false, @@ -5856,245 +5968,245 @@ "issue:44464|issue:44977", "issue:43550|issue:43927", "issue:43550|issue:44361", + "issue:32090|issue:34567", + "issue:43504|issue:43550", "issue:43504|issue:43720", "issue:43122|issue:43906", - "issue:43504|issue:43550", - "issue:32090|issue:34567", "issue:32090|issue:33666", "issue:28282|issue:35141", "issue:43504|issue:44610", "issue:43452|issue:44451", "issue:43742|issue:44821", - "issue:43756|issue:44913", "issue:43525|issue:43572", - "issue:43329|issue:45325", "issue:41720|issue:44464", + "issue:43756|issue:44913", "issue:33666|issue:36010", + "issue:43329|issue:45325", "issue:43688|issue:43749", + "issue:43262|issue:43295", "issue:43493|issue:43825", - "issue:44849|issue:45357", - "issue:43262|issue:43295" + "issue:44849|issue:45357" ], - "prepared_review_unit_hash": "16986b8641269f1c7d102b4ce9985bc429456919a7bdb0334b070e158deb7a21", + "prepared_review_unit_hash": "fbecede648f077eed7a0ff2919c66a30462ce755ea8218dfcc69ac88c7abae68", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37459, - "estimated_input_tokens": 9365, - "estimated_eval_tokens": 18986 + "serialized_chars": 37462, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 }, "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/regressions. None of the soft pairs look like true duplicates on title-level evidence, so I would not merge any of them; the broadest anchor issue is the FSDP CPU RAM efficient loading regression.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43749 is the most broad and impactful item here, with substantial discussion and inbound references, so it is the best cluster anchor even though the surrounding issues are heterogeneous.", + "summary": "This cluster is mostly heterogeneous. A few items concern tokenizer/processor/model-loading regressions, but the soft pairs generally describe different concrete failures and code paths, so I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44843 is the strongest canonical issue here: it describes a concrete regression in a core loading path, has a clear root cause (`_patch_mistral_regex` calling `model_info()` unconditionally), and has broad user impact compared with the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 has the strongest triage signal and is a generic infra regression rather than a narrow model-specific bug, making it the best representative issue.", + "best_issue_reason": "issue:44843 is also the best single representative of the set because it is a well-scoped, high-impact library regression with an explicit failure mode and a clear fix target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Different subsystems: image processor segmentation-map handling vs Qwen2-VL multi-GPU training." + "reason": "Different subsystems and failures: image processor segmentation-map handling vs multi-GPU Qwen2-VL training." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both touch generation/caching, but one is chunked generation with compiled forward and the other is Qwen3.5 recurrent-state reset; not the same code-path bug." + "reason": "Both are generation correctness bugs, but they hit different code paths: compiled chunked generation vs recurrent-state reset with cache." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "One is dtype not propagating in Blip2 loading; the other is RTDetrV2 output drift in v5. Different model families and failure modes." + "reason": "Unrelated bugs: dtype propagation in BLIP-2 loading vs RTDetrV2 output divergence in v5." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizer loading regressions, but one is offline model_info patching and the other is tokenizer loading for a specific model; not the same underlying defect." + "reason": "Both touch tokenizer loading, but one is an offline-mode/model_info regression and the other is a model-specific tokenizer/codec loading failure; not the same bug." }, { "left": "issue:44479", "right": "issue:44936", "accept": false, - "reason": "Video-input regression for several VLMs vs trainer.evaluate() failing after trainer.train(); unrelated paths." + "reason": "Video-input regression in Qwen VL models vs trainer.evaluate() failure after training; different code paths." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Different bugs: Qwen3 auto device mapping cuda assert vs an isolated reproduction of another issue." + "reason": "One is an A800 cudaErrorAssert from auto device mapping; the other is only an isolated reproduction of a different issue." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/model regressions, but one is flash-attention generation behavior and the other is Kimi-K2.5 tokenizer codec/warning handling." + "reason": "Flash-attention generation failure in Qwen3.5 vs tokenizer codec/regression warning in Kimi-K2.5; not the same underlying change." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models vs native DeepseekV3MoE implementation divergence; not mergeable as one fix." + "reason": "Both involve MoE models, but they are different implementations and different bugs: auxiliary-loss normalization vs native DeepseekV3MoE divergence." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is separate from a key error while loading MobileLLM-125M." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM loading KeyError are unrelated." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Blip2 dtype propagation is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Model dtype staying float32 during loading is unrelated to flash_attention.py crashing on `s_aux=None`." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs DiaConfig save/load losing custom token IDs; different components and causes." + "reason": "Tokenizer special-token registration bug vs DiaConfig losing custom token IDs on save/load; different failure modes." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both mention generation, but one is compiled-forward chunked generation inconsistency and the other is Qwen3.5 flash-attention generation failure." + "reason": "Both are generation-related, but one is compiled chunked generation inconsistency and the other is flash-attention generation failure." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba torch.compile + SDPA failure is unrelated to DiaConfig token-ID persistence." + "reason": "torch.compile/SDPA failure in Bamba vs config token-ID loss in Dia; unrelated." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different failures: Bamba compile/SDPA vs MLukeTokenizer AttributeError on tasks." + "reason": "Different areas: Bamba compile/SDPA vs MLukeTokenizer task AttributeError." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "Beit legacy-field loading bug and BitNet packed-weight unpacking bug are distinct loading issues." + "reason": "Trainer GPU broadcast NoneType error and TrainerState token-count metric not updating are unrelated." }, { - "left": "issue:43122", - "right": "issue:43906", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Tokenizer behavior change across versions vs an isolated reproduction of another issue; not the same bug." + "reason": "Semantic-segmentation model loading with a legacy field is unrelated to Bamba torch.compile/SDPA failures." }, { "left": "issue:43504", - "right": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Different model-loading paths and different root causes: legacy field handling vs torch.compile/SDPA." + "reason": "Legacy preset-loading bug in BEiT vs BitNet packed-weight unpacking during accelerate loading; different bugs." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "Trainer broadcast of NoneType is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "Tokenizer behavior change across versions is not the same as an isolated reproduction of another issue." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training; both involve training but not the same defect." + "reason": "Trainer broadcast error vs Qwen2-VL multi-GPU training; not the same underlying bug." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "ImportError for missing PyTorch vs output embedding reinitialized after resizing token embeddings; unrelated." + "reason": "Missing PyTorch import error and token-embedding reinit are completely different issues." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Different vision-model loading bug vs OmDet-Turbo processor/model input-size mismatch." + "reason": "BEiT legacy-field loading bug vs OmDet processor/model input-size mismatch; unrelated." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file breaks tokenizer/model loading APIs, but 'cannot load vesteinn/ScandiBERT' is a separate model-specific loading failure." + "reason": "gguf_file loading breakage for tokenizer/CausalLM is not the same as a specific model repository failing to load." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key error and AutoImageProcessor-from-URL failure are separate loading problems." - }, - { - "left": "issue:43756", - "right": "issue:44913", - "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and GPTNeoX rotary_pct reload regression are different configuration bugs." + "reason": "KeyError while loading a model and failure to load AutoImageProcessor from URL are different loading paths." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both concern missing config token fields, but one is Llama4Config pad_token_id and the other is StableLmConfig pad_token_idx after v5 update; not the same issue." + "reason": "Both mention missing pad-token-related config fields, but they affect different models and different attribute names; not enough to treat as the same bug." }, { - "left": "issue:43329", - "right": "issue:45325", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Video multimodal token counting bug vs Qwen2.5-VL still-image position-id scaling bug; different multimodal branches." + "reason": "Auto device mapping cuda assert and compiled chunked-generation inconsistency are unrelated." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is unrelated to compiled-forward chunked generation inconsistency." + "reason": "Smollm3 RoPE-layer mismatch is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training is unrelated to the GenerationMixin import error." + "reason": "Multi-GPU training issue vs GenerationMixin import error; no shared code path." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined helpers in video token counting are unrelated to still-image temporal position scaling in Qwen2.5-VL." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Both are training/inference infra issues, but one is MoE aux-loss normalization and the other is FSDP CPU RAM efficient loading; different code paths." + "reason": "Aux-loss normalization bug and FSDP CPU RAM efficient loading breakage are different issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image regression are separate processor bugs." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline translation-task error messaging." + "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error-message wording issue." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs Qwen3.5 save_pretrained saving incorrect visual encoder keys; same model family, different bug." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to processor.tokenizer access and image-passing regression." + "reason": "Both concern Qwen3.5, but one is an output_hidden_states bug and the other is incorrect save_pretrained visual-encoder keys; different code paths." } ] }, @@ -6177,9 +6289,8 @@ "issue:43577|issue:44554", "issue:33666|issue:36331", "issue:43688|issue:45704", - "issue:39692|issue:43493", "issue:43720|issue:44361", - "issue:43334|issue:45759", + "issue:39692|issue:43493", "issue:44964|issue:45405", "issue:44479|issue:44625", "issue:43540|issue:44977", @@ -6187,254 +6298,266 @@ "issue:44488|issue:44843", "issue:43756|issue:45083", "issue:45200|issue:45229", - "issue:43257|issue:43299", "issue:43278|issue:43844", - "issue:43824|issue:44589", + "issue:43257|issue:43299", "issue:43646|issue:44466", + "issue:43824|issue:44589", "issue:39692|issue:43295", - "issue:44589|issue:45520", "issue:43688|issue:45701", + "issue:44589|issue:45520", "issue:33357|issue:33666", "issue:43504|issue:43606", - "issue:44423|issue:44734", "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:43575|issue:45405", + "issue:44625|issue:45759" ], - "prepared_review_unit_hash": "b356d4a8df0307b6ad92692864f752d20679b7566ac7e742271ae2ec79cd3714", + "prepared_review_unit_hash": "7af25d1b01b6496f6fbbf3f199bf459d46c130d89f6ca3c2b5f878ca0dfa0f62", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38214, - "estimated_input_tokens": 9554, - "estimated_eval_tokens": 19364 + "soft_pair_count": 33, + "serialized_chars": 37931, + "estimated_input_tokens": 9483, + "estimated_eval_tokens": 19222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous, with many unrelated model-loading, dtype, tokenizer, and serving regressions. None of the soft pairs look like true duplicates under a strict triage standard. If forced to pick a representative, the broadest issue is the Qwen multimodal config-loading regression in issue 45759.", - "confidence": 0.42, - "canonical_issue_reason": "Issue 45759 is the broadest representative of the cluster\u2019s repeated Qwen multimodal/config-loading regressions, especially around composite config handling. There is no single exact canonical across the whole set, but this is the closest umbrella issue.", + "summary": "This cluster looks like a set of mostly false-positive semantic matches across unrelated Transformers issues; I don\u2019t see a convincing duplicate pair to merge.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the recurring v5 regression/loading theme, so it is the best single anchor for this mostly heterogeneous issue cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45759 is the best global representative because it captures a central and recurring theme in the cluster: model construction/loading behavior breaking for Qwen multimodal configs. It is still not a duplicate match for most other items.", + "best_issue_reason": "Same as canonical: it is the most general issue here and best captures the shared high-level theme of v5 breakages in model initialization/loading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:43716", "accept": false, - "reason": "Different multimodal failure modes: Qwen3Omni video processing vs Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Different models and failure modes: Qwen3OmniMoe video-input processing vs Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Unrelated bugs: accelerate packed-weight unpacking vs DiaConfig token-ID persistence." + "reason": "BitNet packed-weight loading bug and DiaConfig save/load token-ID loss are unrelated code paths." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Different codepaths and symptoms: CPU offload device mismatch vs config save/load token ID loss." + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig custom token ID persistence." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import error is unrelated to the Trainer broadcast NoneType TypeError." + "reason": "Missing PyTorch ImportError and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are pad-token-related, but different models, attribute names, and loading failures; not the same concrete bug." + "reason": "Both involve missing token-id fields, but they affect different configs/models and are not the same bug." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Different failures: dependency import missing vs MacOS bus error on CLIP load." + "reason": "PyTorch import failure vs MacOS bus error on community CLIP are different issues." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation and MPS attention correctness are unrelated issues." + "reason": "Blip2 dtype-casting bug and MPS attention correctness issue are unrelated." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training support vs custom compute_loss API breakage are different problems." + "reason": "Qwen2-VL multi-GPU training request vs CustomTrainer compute_loss signature break are different problems." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization bug and apex RMSNorm memory leak are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:43493", - "accept": false, - "reason": "Doc example errors are not the same as SigLIP2 implementation parity discrepancies." + "reason": "Auxiliary-loss normalization bug and T5 apex RMSNorm memory leak are unrelated." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Accelerate loading of packed weights vs tokenizer AttributeError are different bugs." + "reason": "Packed-weight accelerate loading and MLukeTokenizer task failures are different code paths." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Both concern Qwen multimodal loading, but one is missing pad_token_id while the other is text_config unwrapping in from_config; different fixes." + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is an implementation discrepancy; not the same concrete bug." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal load regression is unrelated to a PEFT version pin issue." + "reason": "Phi-4 multimodal loading failure and unreleased MIN_PEFT_VERSION bump are unrelated." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression and num_labels propagation are separate Qwen3.5 issues." + "reason": "Video-input regression for Qwen models and Qwen3.5 num_labels propagation are different issues." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Different Qwen3.5-related failures: video processing vs flash-attention generation behavior." + "reason": "Qwen3OmniMoe video processing bug vs Qwen3.5 flash-attention generation bug are unrelated." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 parity discrepancy is unrelated to the HfDeepSpeedConfig gradient issue." + "reason": "SigLIP2 HF/JAX discrepancy and ZeRO-3 gradient inflation are different failure modes." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model load failure and offline hub lookup bug are different concrete problems." + "reason": "sleng-bert load failure and offline model_info patch regression are separate loading issues." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "RoPE-layer omission in Smollm3 is unrelated to the qwen3_omni_moe feature-length helper bug." + "reason": "Smollm3 RoPE-layer mismatch 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 multi-GPU inference OOM are unrelated." - }, - { - "left": "issue:43257", - "right": "issue:43299", - "accept": false, - "reason": "Both mention Qwen3 MOE, but one is accelerate/deepspeed weight conversion and the other is a dev-version loading regression; not the same fix." + "reason": "Text-only mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are not the same bug." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in eval and ZeRO-3 gradient growth are different issues." + "reason": "Embedding dtype mismatch during eval and ZeRO-3 gradient growth are different issues." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Missing model import and missing Float8 storage support are unrelated." + "reason": "Qwen3 MoE weight conversion bug vs Qwen3VL MoE loading regression are related only by model family, not the same code-path problem." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but custom model initialization and lm_head serialization are different codepaths." + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are separate v5 regressions." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "SigLIP2 doc-example problems are not the same as processor/tokenizer regression in custom model code." + "reason": "Missing Qwen2.5-VL export and Float8 storage lookup failure are unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Float8 storage handling and flash_attn import-key error are unrelated." + "reason": "Broken SigLIP2 docs example and processor/tokenizer API regression are not the same issue." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization is unrelated to tokenization changes." + "reason": "Aux-loss normalization and tokenization changes are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage type lookup and flash_attn import key error are unrelated runtime failures." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "CLIP MacOS bus error and Qwen2-VL multi-GPU training are unrelated." + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field model loading failure vs CPU offload device mismatch are different bugs." + "reason": "Beit legacy-field loading bug and bark-small CPU offload mismatch are different code paths." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Both are serve crashes, but the concrete failures differ: multimodal .to() handling vs KV-cache continuation indexing." + "reason": "Missing pad_token_idx in StableLmConfig and init_empty_weights unexpected argument are different v5 regressions." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "StableLm pad token metadata and init_empty_weights unexpected argument are unrelated." + "reason": "Both are serve bugs, but continuous-batching multimodal crash and KV-cache continuation indexing are distinct problems." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Custom token-ID persistence and tokenizer task AttributeError do not look like the same bug." + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer/model loading issues: legacy field vs special-token registration." + "reason": "Legacy field load failure in Beit and BigBird special-token registration bug are different issues." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM and MIN_PEFT_VERSION bump are unrelated." }, { "left": "issue:44625", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen3.5 config propagation, but num_labels propagation and from_config text_config unwrapping are distinct failures." + "reason": "num_labels propagation in Qwen3.5 and AutoModelForCausalLM text_config unwrapping are adjacent but distinct config-handling bugs." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading bug and BigBird special-token registration bug are different issues." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM and unreleased PEFT version bump are unrelated." + "reason": "Qwen2-57B tensor-parallel OOM and MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and composite-config unwrapping in AutoModelForCausalLM are related only at a very high level." } ] }, @@ -6511,213 +6634,213 @@ "issue:43606|issue:44112", "issue:44521|issue:45290", "issue:43994|issue:44493", - "issue:29942|issue:30333", "issue:44464|issue:45584", + "issue:29942|issue:30333", "issue:43844|issue:44964", "issue:45084|issue:45520", "issue:44554|issue:45446", "issue:43688|issue:43873", - "issue:44568|issue:45701", "issue:15354|issue:38175", + "issue:44568|issue:45701", "issue:43540|issue:45200", "issue:45072|issue:45198", "issue:43232|issue:44849", "issue:39401|issue:44568", "issue:43278|issue:43701", "issue:44315|issue:44849", - "issue:44554|issue:45356", "issue:43295|issue:44610", + "issue:44554|issue:45356", "issue:45200|issue:45325", "issue:43334|issue:43525", - "issue:44898|issue:45412", "issue:44466|issue:45127", + "issue:44898|issue:45412", "issue:43493|issue:43701", "issue:37428|issue:43957" ], - "prepared_review_unit_hash": "f4fc0e80610a9058553406f08f22dc26e535801403039ce9826141c8c62f2966", + "prepared_review_unit_hash": "2d8df1576462d209d0945ae55b90ae3811c93716a546523d60f6d063d5d5606f", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35096, - "estimated_input_tokens": 8774, - "estimated_eval_tokens": 17804 + "serialized_chars": 35087, + "estimated_input_tokens": 8772, + "estimated_eval_tokens": 17800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: tokenizer, generation, multimodal, CI, loading, and offload bugs are mixed together. I don\u2019t see any true duplicate pairs, so all soft edges are rejected.", - "confidence": 0.74, - "canonical_issue_reason": "If forced to pick one anchor, issue:45701 is the broadest tokenizer-regression report and the closest thing to an umbrella, but the cluster is not a real duplicate set.", + "summary": "This cluster is highly heterogeneous: most items are unrelated model-specific bugs, regressions, or CI failures that only share broad Transformers subsystems. None of the soft pairs is convincing enough to merge, and there is no single canonical issue for the whole set.", + "confidence": 0.9, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most general and reusable issue in the set, with some inbound interest and a title broad enough to subsume adjacent tokenizer complaints, though it is still not a true canonical duplicate.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Unrelated: Janus test failure vs PEFT version pinning." + "reason": "Janus image generation test failure and an unreleased PEFT version bump are unrelated." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both are CI/device-flavored, but they involve different models and different failure modes." + "reason": "Both mention device/offload/CI, but they are different models and different failure modes." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Same API area, but one is zero assistant masks and the other is a tool-call crash." + "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and model scopes; not the same underlying bug." + "reason": "Different symptoms, different models, and no shared concrete code-path bug." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Flash Attention test failures vs MLFlow reporting; unrelated." + "reason": "Compiled-forward chunked generation and Whisper empty-transcription handling are unrelated issues." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Different generation paths and different models." + "reason": "Flash Attention 2 CI failures and MLflow reporting on failed training jobs are unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient issue vs model loading on meta device." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are different problems." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compilation error vs flash_attn import KeyError." + "reason": "Template compilation error and a Python 3.13 flash_attn import KeyError are not the same bug." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Attention correctness bug vs PyTorch version check bug." + "reason": "MPS attention correctness and a flex_attention version check are separate code paths." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss normalization vs quantized offload behavior." - }, - { - "left": "issue:44568", - "right": "issue:45701", - "accept": false, - "reason": "A specific tokenizer special-token bug is not the same as a broad tokenization-regression report." + "reason": "Aux-loss normalization and quantization/offloading are unrelated." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript export failure vs unexpected zero probabilities in inference." + "reason": "TorchScript generator-expression export failure and SigLIP2 zero probabilities are unrelated." }, { - "left": "issue:43540", + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Tokenizer special-token omission and a broad tokenization regression are too generic to be the same concrete bug." + }, + { + "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Different multimodal processing bugs with different triggers." + "reason": "Video input processing in Qwen3OmniMoe and Gemma 4 mm_token_type_ids handling are unrelated." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Dtype mismatch in inference vs save/tokenization failure." + "reason": "BF16 dtype mismatch in inference and Wav2Vec2 save/tokenization failure do not share a concrete fix." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs/sync_gpus issue vs output_hidden_states bug." + "reason": "Different generation-related bugs affecting different model behaviors and inputs." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Offset-mapping bug vs special-token insertion bug." + "reason": "Offset mapping errors and missing BOS/EOS insertion are distinct tokenizer bugs." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift vs checkpoint key mismatch." + "reason": "Evaluation dtype drift and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger kernel application bug vs hidden-states generation bug." + "reason": "Liger kernel application with model_init is unrelated to the Qwen3.5 hidden-states bug." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Attention correctness issue vs tokenizer codec regression." + "reason": "Processor.tokenizer regression and OmDet-Turbo input-size mismatch are different processor/model issues." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Processor/tokenizer access regression vs image-size mismatch." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Token-type-id defaulting vs temporal position-id scaling." + "reason": "Gemma 4 text-only mm_token_type_ids and Qwen2.5-VL rope index scaling are different multimodal bugs." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Similar missing-pad_token_id symptom, but different model/config implementations." + "reason": "Both mention missing pad_token_id, but they are separate model families and separate loading failures." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Image resolution mismatch vs memory-release problem." + "reason": "Serialization of tied lm_head weights and LoRA merge collapse are not the same underlying issue." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Serialization/tied-weight inconsistency vs LoRA merge collapse." + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are unrelated." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs resume-from-checkpoint key mismatch." + "reason": "SigLIP2 implementation discrepancy and checkpoint key mismatch are separate problems." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attn import breakage vs meta-device loading bug." + "reason": "Flash-attention import failure and meta-device model loading breakage are distinct regressions." } ] }, @@ -6793,50 +6916,50 @@ "issue:43572|issue:44987", "issue:43572|issue:43957", "issue:43873|issue:44464", - "issue:43824|issue:43975", "issue:43295|issue:43450", + "issue:43824|issue:43975", "issue:43844|issue:44936", "issue:43295|issue:43873", - "issue:38175|issue:45412", "issue:44514|issue:44521", + "issue:38175|issue:45412", "issue:44442|issue:45198", - "issue:43278|issue:43856", - "issue:43295|issue:43994", "issue:37428|issue:43824", + "issue:43295|issue:43994", + "issue:43278|issue:43856", "issue:38175|issue:43493", "issue:42915|issue:43824", "issue:43827|issue:43901", "issue:43653|issue:44112", "issue:43450|issue:43493", - "issue:44360|issue:44561", "issue:43450|issue:43575", + "issue:44360|issue:44561", "issue:44792|issue:45563", - "issue:45127|issue:45245", "issue:43819|issue:45083", - "issue:44206|issue:45584", + "issue:45127|issue:45245", "issue:43262|issue:43450", + "issue:44206|issue:45584", "issue:43819|issue:44112", "issue:37428|issue:43425", "issue:44610|issue:44857", - "issue:43278|issue:43825", "issue:44857|issue:45593", + "issue:43278|issue:43825", "issue:45290|issue:45381", "issue:43606|issue:45083" ], - "prepared_review_unit_hash": "ecdaeecb1011f82d180eb3485b811febb7c043cd95a8628c457f82dae7f1bfc8", + "prepared_review_unit_hash": "26d06c417393c01188287a9fd855482d04e70e28ab9f0701883a4638778e179b", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36644, + "serialized_chars": 36643, "estimated_input_tokens": 9161, "estimated_eval_tokens": 18578 }, @@ -6845,48 +6968,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairings are clearly unrelated despite superficial subsystem overlap. The only convincing duplicate-like pair is the SigLIP2 user-visible failure vs the HF/JAX discrepancy report; the rest differ in model, API surface, or root cause.", - "confidence": 0.77, - "canonical_issue_reason": "issue:38175 is the most concrete representative of the only likely duplicate cluster here (SigLIP2 output failure) and is the earlier, user-facing symptom report.", + "summary": "This set looks like a grab bag of unrelated regression reports and model-specific bugs. The soft pairs are mostly topic-adjacent but not duplicate-level, so I would not merge any of them into a single canonical thread.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43493 is the most root-cause-like report in the set: it frames the SigLIP2 problem as HF-vs-JAX implementation parity, which is broader and more canonical than narrower symptom reports like zero probabilities.", "canonical_pr_reason": null, - "best_issue_reason": "issue:38175 is the strongest canonical issue candidate because it anchors the one true near-duplicate pair and describes an explicit failing behavior on a named model.", + "best_issue_reason": "issue:43493 is the best representative issue overall because it is the broadest, most general description of a concrete bug class among the provided issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but one is a StableLm config regression and the other is a broader model-loading failure for a different model; root causes do not align." + "reason": "Both are v5-era load/config regressions, but they point to different failures and model paths; too broad to treat as the same bug." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and meta-device loading breakage are different regressions affecting different code paths." + "reason": "Shared theme is model loading after v5 changes, but one is a missing config field and the other is meta-device loading; different code-path failures." }, { "left": "issue:43873", "right": "issue:44464", "accept": false, - "reason": "Quantization/offloading behavior and compiled-forward chunked generation are unrelated bugs." + "reason": "Quantized offloading and compiled chunked generation are unrelated behaviors; no sign of one underlying defect." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Importing a missing Qwen2.5 VL class and DeepSeek detokenization are different failures in different areas." + "reason": "Both involve processors, but one is a tokenizer/image API regression and the other is batched video shape handling; not the same bug." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "One is a processor/tokenizer regression, the other is batched video shape handling; they are not the same bug." + "reason": "ImportError for a missing exported class and incorrect detokenization are distinct problems." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3 gradient growth during training and evaluate-after-train failure are different training/runtime issues." + "reason": "Training instability with ZeRO-3 is not the same as trainer.evaluate() failing after train()." }, { "left": "issue:43295", @@ -6895,164 +7018,161 @@ "reason": "Processor API regression and quantization/offload behavior are unrelated." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "SigLIP2 probability/output correctness and RT-DETR memory reclamation are unrelated." + "reason": "Both are about apply_chat_template, but one is a batching crash and the other is all-zero assistant masks; similar surface area, not clearly the same defect." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Both touch apply_chat_template, but one is a crash on batched padding=False input while the other is an all-zero assistant mask; symptoms suggest different bugs." + "reason": "These are unrelated model-specific issues with different subsystems and symptoms." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "These are separate tokenizer/save_pretrained issues for different models and code paths." + "reason": "Different speech/tokenizer code paths and different failure modes; too weak to merge." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Training/eval dtype drift is not the same as inefficient MoE training memory usage." + "reason": "Both are ImportErrors, but for different missing symbols in different modules." }, { "left": "issue:43295", "right": "issue:43994", "accept": false, - "reason": "Processor/tokenizer access regression is different from SigLIP2 nonsensical model outputs." + "reason": "Both mention processor/model usage, but one is a custom processor/tokenizer regression and the other is a SigLIP2 output-quality issue." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Both are ImportError reports, but for different missing symbols and different subsystems." + "reason": "Embedding dtype drift and MoE training memory usage are distinct training issues." }, { "left": "issue:38175", "right": "issue:43493", - "accept": true, - "reason": "Both describe the same SigLIP2 correctness problem: user-visible wrong/degenerate outputs versus divergence from the original JAX implementation." + "accept": false, + "reason": "The titles are related by model family, but one is a specific zero-probability symptom and the other is a broader HF-vs-JAX parity complaint; not enough to call them the same bug." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3MoE FP8 config failure and Qwen2.5 VL import failure are unrelated." + "reason": "FP8 configuration failure in Qwen3MoE and a missing export ImportError are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they concern different pipeline APIs and different deprecated behaviors." + "reason": "Both are documentation complaints, but they concern different APIs and different deprecations; too coarse to merge." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBird tokenizer special-token registration and GraniteSpeech CI device override are unrelated." + "reason": "Tokenizer special-token registration and a GraniteSpeech CI device override test are unrelated." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Batched video processor shape handling and SigLIP2 output discrepancy are different issues." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "A DSA indexer activation omission and removal of is_torch_fx_available affect different code paths and concerns." + "reason": "Video batch-shape handling and SigLIP2 parity/output discrepancy are different bugs in different subsystems." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video batching shape bugs and tensor-parallel OOM are unrelated." + "reason": "Video processor shape handling and tensor-parallel OOM are not the same issue." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Janus image generation test failure and a stale generate() warning are not the same problem." + "reason": "A ReLU omission in an indexer and removal of a v5 helper function are unrelated." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "LoRA/vocabulary collapse and category-cardinality runtime limits are unrelated." + "reason": "A failing Janus image-generation test and a stale warning in paged generate are different generation issues." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent reconstruction mismatch and qwen3_omni_moe feature-length helper behavior are different bugs." + "reason": "DAC latent conversion mismatch and qwen3_omni_moe feature-length helper behavior are distinct code paths." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Feature extractor center-arg regression and Whisper empty-transcription failure are unrelated." + "reason": "LoRA merge collapse and a category-cardinality runtime error are unrelated defects." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and batched video shape errors concern different processor logic." + "reason": "Audio chat-template sampling-rate defaulting and video batch shape handling are unrelated processor bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor args and Whisper empty-transcription failure are different audio issues." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Missing STE behavior in DAC and a stale CI device override test are unrelated." + "reason": "DAC latent mismatch and GraniteSpeech test failure do not share a concrete bug." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing flash-attention helper import and Torch 2.10 incompatibility are different compatibility issues." + "reason": "ImportError for a flash-attention helper and torch 2.10 incompatibility are separate compatibility problems." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output size mismatch and an AMP/CUDA loss crash are unrelated." + "reason": "Processor image-size mismatch and a float16 AMP loss crash are different model bugs." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Embedding dtype changes and a pipeline error-message/docs regression are different issues." + "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are unrelated training behaviors." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are different training bugs." + "reason": "Evaluation dtype drift and a pipeline deprecation/error-message issue are not the same bug." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Tool-call chat-template crash and Qwen2.5-VL video position-id issues are distinct multimodal regressions." + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position IDs are different multimodal regressions." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length behavior are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays close to the packet, and the soft-edge calls are generally conservative. The only accepted pair is reasonably supported by shared SigLIP2 output-correctness language, and the rejections avoid claiming duplicates where the titles point to different models or failure modes. No clear overstatement of evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7080,6 +7200,7 @@ "issue:40444", "issue:43335", "issue:43388", + "issue:43404", "issue:43504", "issue:43526", "issue:43550", @@ -7109,7 +7230,6 @@ "issue:45229", "issue:45310", "issue:45372", - "issue:45381", "issue:45459", "issue:45478", "issue:45491", @@ -7123,17 +7243,17 @@ "issue:45200|issue:45588", "issue:43335|issue:43550", "issue:37428|issue:44351", - "issue:44561|issue:44779", "issue:44462|issue:44561", + "issue:44561|issue:44779", "issue:43611|issue:43931", "issue:43388|issue:43526", "issue:39692|issue:43526", "issue:43819|issue:44493", - "issue:45310|issue:45478", "issue:43335|issue:43653", - "issue:29942|issue:32090", "issue:44855|issue:45083", - "issue:45200|issue:45381", + "issue:29942|issue:32090", + "issue:45310|issue:45478", + "issue:43404|issue:45200", "issue:43550|issue:44112", "issue:43335|issue:45083", "issue:39692|issue:44493", @@ -7145,8 +7265,8 @@ "issue:44977|issue:45229", "issue:43720|issue:44112", "issue:43335|issue:45593", - "issue:45459|issue:45712", "issue:44448|issue:44977", + "issue:45459|issue:45712", "issue:44568|issue:45491", "issue:29127|issue:32090", "issue:43606|issue:44857", @@ -7156,256 +7276,256 @@ "issue:45372|issue:45588", "issue:43701|issue:45083" ], - "prepared_review_unit_hash": "f38c872cb295fc5c17d32526f3e861a7ac3a5a6e7dae59cc8fbc09c66ffdb076", + "prepared_review_unit_hash": "edc94b1ef60fc758b9032e67af082c83b12b04f539e9927e038fcdb519848939", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38804, - "estimated_input_tokens": 9701, - "estimated_eval_tokens": 19658 + "serialized_chars": 38838, + "estimated_input_tokens": 9710, + "estimated_eval_tokens": 19676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports, with one clear exact duplicate pair around Qwen3.5 MoE from_pretrained failures. I would consolidate only that pair and keep the rest separate.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45310 is the earliest and clearest report for the exact duplicate pair with issue:45478; the titles and underlying failure description match closely.", + "summary": "The cluster is mostly a set of unrelated issue candidates that only look superficially similar. I found one clear duplicate pair: the two Qwen3.5 MoE from_pretrained reports. Everything else should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earlier, clearer report for the Qwen3.5 MoE from_pretrained failure; issue:45478 is the same bug with a shorter follow-up report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue here because it is the most direct canonical target for the only strong duplicate match in the cluster.", + "best_issue_reason": "issue:45310 is the strongest issue to keep as representative because it has the same exact bug title as issue:45478 and is the most complete instance of that duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Both relate to model behavior regressions, but they are different code paths and failures: Pegasus generation output changes vs Qwen recurrent state reset in modular_qwen3_5." + "reason": "Different models and failure modes: Pegasus output drift vs Qwen3.5 recurrent-state reset." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Both involve auxiliary inputs/processor behavior, but one is Gemma 4 mm_token_type_ids handling and the other is flash_attention integration crashing on s_aux=None; not the same bug." + "reason": "Unrelated bugs: Gemma 4 token-type defaults vs flash-attention sink-less model crash." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different models and failures: SwitchTransformers config layer construction vs Bamba torch.compile with SDPA." + "reason": "Different subsystems and symptoms: SwitchTransformers config bug vs Bamba SDPA/torch.compile failure." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import-related, but they concern different symbols and breakages: _flash_supports_window_size vs HybridCache." + "reason": "Both are import errors, but for different missing symbols and different code paths." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:44462", + "right": "issue:44561", "accept": false, - "reason": "Both are v5-related regressions, but one is a missing helper for trust_remote_code models and the other is a Deepseek tokenizer correctness issue." + "reason": "Tokenizer loading vs removal of a utility function; not the same underlying bug." }, { - "left": "issue:44462", - "right": "issue:44561", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer resolution issue, not the same as removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Both relate to v5 breakage, but one is a missing helper API and the other is incorrect DeepSeek tokenizer behavior." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are model loading failures, but the concrete causes differ: base_model_prefix handling vs Qwen3-VL weight shape mismatch." + "reason": "Both are loading issues, but one is a generic base_model_prefix regression and the other is a specific Qwen3-VL weight-shape mismatch." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "These both touch label handling, but one is gather_for_metrics dropping tuple labels and the other is BeitImageProcessorFast.reduce_labels returning only one label." + "reason": "Different code paths: metric gathering bug vs Beit label reduction bug." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "The first is a SigLIP2 doc/example problem; the second is a Beit image processor bug. Same broad area, different underlying issue." + "reason": "Docs/example problems are not the same as the BeitImageProcessorFast label handling bug." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC.from_latents mismatch and position-id key issues are unrelated model/runtime bugs." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact duplicate titles and same reported failure: transformers>=5.4.0 Qwen3.5 MoE from_pretrained error." + "reason": "DAC latent decoding mismatch is unrelated to the position-id key issue." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are unrelated." + "reason": "Different components and failure modes: config-layer construction vs tokenizer special-token registration." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/parsing error is unrelated to the qwen3_omni_moe helper behavior." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and _gpu_broadcast_one NoneType errors are different subsystems and failure modes." + "reason": "FlashAttention test failures and NoneType GPU broadcast errors are distinct trainer/runtime issues." }, { - "left": "issue:44855", - "right": "issue:45083", - "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model import is unrelated to qwen3_omni_moe feature-length calculation behavior." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate report: same title, same Qwen3.5 MoE from_pretrained regression." }, { - "left": "issue:45200", - "right": "issue:45381", + "left": "issue:43404", + "right": "issue:45200", "accept": false, - "reason": "Gemma 4 text-only fine-tuning mm_token_type_ids and Qwen2.5-VL video vision_position_ids are different model-specific issues." + "reason": "Both affect multimodal generation, but the bugs are different: weight tying vs missing mm_token_type_ids defaults." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba and stale device override CI failure in GraniteSpeech are not the same bug." + "reason": "SDPA compilation failure in Bamba is unrelated to a GraniteSpeech CI device-override test." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-extract length helper are unrelated." + "reason": "Different failures in different models; no shared concrete bug." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 documentation/example errors and unexpected position-id key behavior do not share the same underlying defect." + "reason": "Documentation/example mismatch is unrelated to unexpected position-id keys." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers config issue and BEiT pretrained-loading legacy-field issue are unrelated." + "reason": "SwitchTransformers sparse-layer construction bug is not the same as BEiT legacy-field loading failure." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and flash_attn import KeyError on Python 3.13 are different problems." + "reason": "Different runtime problems: Qwen-3 NVFP4 execution vs Python 3.13 flash_attn import KeyError." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different models and different regression surfaces: Pegasus output changes vs Deepseek tokenizer correctness." + "reason": "Different models and regression types; only a broad v4/v5 theme overlaps." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are unrelated." + "reason": "Zero-probabilities issue in SigLIP2 is not the same as position-id key warnings." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers sparse-layer config and dtype mismatch in bfloat16 inference are not the same concrete bug." + "reason": "Different bugs in different models; bfloat16 dtype mismatch is not the same as SwitchTransformers config behavior." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different failures." + "reason": "Flash-attention generation bug and CUDA OOM are distinct failure modes." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading and GraniteSpeech CI stale device override are unrelated." + "reason": "Packed-weight loading bug is unrelated to the GraniteSpeech stale device override test." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are different model bugs." + "reason": "Sparse-layer config bug is unrelated to missing auxiliary losses in D-FINE." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Tokenizer protobuf error handling and dummy PT object cleanup are unrelated maintenance/bug fixes." + "reason": "Both mention output changes, but they concern different models and different causes." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are separate model-specific regressions." + "reason": "Tokenizer error masking is unrelated to dummy class cleanup/check_repo failures." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token addition and Gemma3 NaN embeddings on mixed-length batching are unrelated." + "reason": "Tokenizer special-token addition bug is unrelated to Gemma3 NaN embeddings." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMV3 error messaging and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "LayoutLMv3 error messaging and trainer GPU broadcast failures are unrelated." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch for bark-small and float16 AMP crash in LwDetrImageLoss are different code paths." + "reason": "CPU offload device mismatch is unrelated to AMP/CUDA loss crashes." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure and BeitImageProcessorFast label reduction bug are unrelated." + "reason": "Multi-image iterable finetuning failure is unrelated to Beit image processor label reduction." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different models, different numerical issues: LwDetrImageLoss AMP crash vs SwitchTransformers/TimmWrapperModel dtype mismatches." + "reason": "AMP loss crash and bfloat16 dtype mismatch are different issues." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 vision model loading regression and token embedding reinitialization after resize are different issues." + "reason": "Both are model-loading regressions, but for different models and different causes." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor loading import failure and flash_attention s_aux=None crash are not the same bug." + "reason": "Gemma 4 processor import failure is unrelated to sink-less flash-attention attribute handling." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Checkpoint key mismatch is unrelated to the qwen3_omni_moe helper function behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the packet shows one clearly strongest duplicate pair, issue:45310 and issue:45478, with identical titles and the highest similarity among the listed pairs. The remaining soft-edge rejections are conservative and do not overreach beyond the titles/evidence provided." + "feedback": "Grounded overall: the only clear duplicate in the packet is issue:45310 / issue:45478, which have identical titles and strongly overlapping descriptions. The other soft-edge rejections stay conservative and do not overclaim a shared bug based on the packet evidence." }, "evaluator_used": true, "retried": false, @@ -7475,43 +7595,43 @@ "issue:45698" ], "soft_pairs": [ - "issue:44977|issue:45563", "issue:43927|issue:45698", + "issue:44977|issue:45563", "issue:43550|issue:45083", - "issue:43066|issue:44462", "issue:43412|issue:45588", + "issue:43066|issue:44462", "issue:45245|issue:45563", "issue:43873|issue:44493", "issue:29942|issue:35141", - "issue:45372|issue:45459", "issue:36010|issue:37428", + "issue:45372|issue:45459", "issue:44448|issue:44466", - "issue:43065|issue:45412", - "issue:25251|issue:32090", "issue:43278|issue:43381", + "issue:25251|issue:32090", + "issue:43065|issue:45412", "issue:44857|issue:45588", - "issue:44451|issue:45520", "issue:43653|issue:44743", "issue:44186|issue:45198", + "issue:44451|issue:45520", "issue:43976|issue:45440", - "issue:43994|issue:45412", "issue:44361|issue:45198", "issue:44265|issue:45198", + "issue:43994|issue:45412", "issue:42915|issue:42994", - "issue:43421|issue:45491", "issue:44871|issue:44977", + "issue:43421|issue:45491", + "issue:29942|issue:30064", "issue:44206|issue:44479", - "issue:43065|issue:43994", - "issue:29942|issue:30064" + "issue:43065|issue:43994" ], - "prepared_review_unit_hash": "56dbd18c063532cdec7daf83f1ed9460fb356a894b2be2f2c04fd89a2e7a856f", + "prepared_review_unit_hash": "f9e3c94d5ca984fefe9a93712d43ba302311add170bc45df57af97dedaeab0f4", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 47, @@ -7526,180 +7646,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not form a true duplicate set; the items span unrelated tokenizer, generation, export, flash-attention, quantization, and model-specific regressions. No soft pair is close enough to merge as the same underlying bug/change.", - "confidence": 0.83, - "canonical_issue_reason": "No exact duplicate center emerges; issue 44462 is the broadest tokenizer-loading/serialization report and the closest anchor for this heterogeneous cluster.", + "summary": "No soft edge looks like a true duplicate: the pairs mostly connect unrelated bugs across different models, tokenizer paths, export flows, and runtime features.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue is justified here; the items do not form a single duplicate cluster and the soft similarities are only superficial.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the least-bad representative because it is a general tokenizer loading/serialization bug, but the cluster is still too mixed to treat it as a real duplicate hub.", + "best_issue_reason": "No global best issue is appropriate because there is no shared underlying bug/change to anchor the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Flash-attention generation regression and a stale paged-generate warning are different symptoms and code paths." + "reason": "Different bugs: custom token IDs lost on save/load vs loading the wrong custom module after save_pretrained." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Both involve save/load behavior, but one loses custom token IDs while the other loads the wrong custom module; not the same bug." + "reason": "One is a Qwen3.5 flash-attention generation bug; the other is a stale warning in paged generate for num_return_sequences." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "A torch.compile SDPA failure and a feature-extraction helper length mismatch are unrelated." + "reason": "Bamba torch.compile+SDPA crash and a qwen3_omni_moe feature-length helper issue are unrelated code paths." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Both touch tokenizer loading, but one is a decoder-type mismatch and the other ignores tokenizer.json; different concrete failures." + "reason": "Gemma3n export failures and a flash_attention.py None aux crash are distinct problems." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Executorch export failures and a flash_attention.py None crash are unrelated code paths." + "reason": "Tokenizer decoder type regression and AutoTokenizer ignoring tokenizer.json are separate loader/serialization bugs." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count overflow and a stale generate warning are not the same issue." + "reason": "Category-count limit runtime error is unrelated to a stale generate warning." }, { "left": "issue:43873", "right": "issue:44493", "accept": false, - "reason": "Quantization offloading problems and unexpected position-id keys do not share the same underlying defect." + "reason": "Quantization/offloading behavior and unexpected position-id keys are different failure modes." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated." + "reason": "Flash Attention 2 test failures do not match the embedding reinitialization bug in post_init." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:36010", + "right": "issue:37428", "accept": false, - "reason": "A missing ReasoningEffort import and protobuf-related tokenizer error masking are different dependency issues." + "reason": "Both are import errors, but for different symbols and modules, so not the same underlying issue." }, { - "left": "issue:36010", - "right": "issue:37428", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different modules." + "reason": "ReasoningEffort import breakage and protobuf-related tokenizer error masking are unrelated." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Version-output mismatch and tied-weight serialization inconsistency are distinct bugs." + "reason": "Pegasus output differences and lm_head.weight serialization inconsistency are distinct v5 regressions." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Dummy Conv2d behavior in Sam3PixelDecoder and RT-DETR memory retention are unrelated." + "reason": "Embedding dtype drift in eval and gradient checkpointing being disallowed in eval are separate issues." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting change and _gpu_broadcast_one NoneType errors are unrelated." + "reason": "Pipeline top_k nesting change and Trainer NoneType broadcast failure have no shared code-path." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Embedding dtype drift in eval and gradient-checkpointing restrictions in eval are different issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not released are unrelated." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crashes and sink-less flash_attention None handling are unrelated." - }, - { - "left": "issue:44451", - "right": "issue:45520", - "accept": false, - "reason": "A model loading failure and a Python 3.13 flash_attn import KeyError are different problems." + "reason": "LwDetrImageLoss AMP crash is not the same as the s_aux=None flash_attention AttributeError." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration and recurrent state reset logic are unrelated." + "reason": "BigBirdTokenizer special-token decode and Qwen3.5 recurrent-state reset are unrelated." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Tokenizer batching/NER crashes and save_pretrained/tokenization failures are different model/tokenizer bugs." + "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save_pretrained/tokenization failure are different tokenizer bugs." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44451", + "right": "issue:45520", "accept": false, - "reason": "A Python-version support regression and a model-implementation divergence are not the same bug." + "reason": "Loading ScandiBERT failing is separate from the Python 3.13 flash_attn import_utils KeyError." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Nonsensical model outputs and a memory leak are unrelated." + "reason": "Python version incompatibility and DeepseekV3MoE divergence are unrelated." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different issues." + "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 save/tokenization failure do not share the same root cause." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failures." + "reason": "torch.export/export with torch_compilable_check is a different issue from Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 bad outputs and RT-DETR memory retention are unrelated bugs." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config model failure and quantized model saving failure are different quantization problems." + "reason": "Quantized inference failure on Qwen3Moe and quantized model saving failure are different code paths." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma3 eos_token_id inconsistency and Qwen3.5 flash-attention generation are unrelated." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime post-processor updates in TokenizersBackend and Gemma3 NaN embeddings are unrelated." + "reason": "Runtime post-processor updates in TokenizersBackend do not match the Gemma3 NaN embedding issue." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "EOS configuration mismatch and flash-attention generation regression are different bugs." + "reason": "Flash Attention 2 tests and void segmentation map processing are unrelated subsystems." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center-arg crash and video-input regression for Qwen models are not the same underlying failure." + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video regression are distinct failures." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Siglip2 output regression are unrelated." + "reason": "Sam3PixelDecoder dummy Conv2d and Siglip2 nonsensical outputs are not the same bug." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43873", + "right": "issue:43994", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + "reason": "Quantization/offloading behavior and Siglip2 model outputs are unrelated." } ] }, @@ -7738,6 +7864,7 @@ "issue:43334", "issue:43381", "issue:43441", + "issue:43452", "issue:43526", "issue:43531", "issue:43575", @@ -7752,7 +7879,6 @@ "issue:44206", "issue:44279", "issue:44442", - "issue:44464", "issue:44554", "issue:44610", "issue:44734", @@ -7768,7 +7894,6 @@ "issue:45406", "issue:45412", "issue:45440", - "issue:45491", "issue:45588", "issue:45593" ], @@ -7781,13 +7906,13 @@ "issue:43873|issue:45229", "issue:43756|issue:45440", "issue:45372|issue:45406", - "issue:43723|issue:44554", "issue:43278|issue:43575", + "issue:43723|issue:44554", "issue:43381|issue:43701", "issue:43278|issue:43329", "issue:43653|issue:44442", - "issue:45440|issue:45593", "issue:41720|issue:45229", + "issue:45440|issue:45593", "issue:29942|issue:36010", "issue:32090|issue:33357", "issue:43334|issue:43531", @@ -7795,216 +7920,216 @@ "issue:43526|issue:44186", "issue:44977|issue:45245", "issue:43526|issue:44857", - "issue:42915|issue:43931", - "issue:43441|issue:45588", - "issue:43526|issue:44610", "issue:44442|issue:45072", + "issue:43526|issue:44610", "issue:43262|issue:44206", + "issue:42915|issue:43931", "issue:44743|issue:44811", - "issue:44464|issue:45491" + "issue:43441|issue:45588", + "issue:43452|issue:45588" ], - "prepared_review_unit_hash": "5ae75595025dcd8e746b7fe00ca884584edf0abaeceaf8c49ab5e7b34a2ec4c6", + "prepared_review_unit_hash": "41b4599dea153880ab3eed3fae1e738f37a158f2215713117ac3398e3a26c7d3", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36480, - "estimated_input_tokens": 9120, - "estimated_eval_tokens": 18496 + "serialized_chars": 35874, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of unrelated transformer bug reports; the soft-similarity pairs look like false positives rather than true duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No clear duplicate canonical exists across the cluster; if one representative issue is needed, issue 45372 is the closest hub because it is active, has inbound references, and spans a widely used Gemma4 loading path.", + "summary": "This set is mostly a grab-bag of unrelated closed issues. Several pairs share a subsystem or model family name, but the underlying bugs, code paths, and fixes are different, so none of the soft edges look like true duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45588 is the best anchor: it is a concrete, reproducible crash in a shared integration code path (`integrations/flash_attention.py`) with a narrowly scoped failure mode and clear fix surface.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45372 is the best single representative only in a loose sense due to its broader version impact and discussion activity, but it should not be treated as the duplicate target for the rest.", + "best_issue_reason": "Issue 45588 is the strongest representative because it is specific, actionable, and tied to a shared library path that other nearby flash-attention regressions could plausibly relate to.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both hit serve-related crashes, but one is a KV-cache continuation indexing bug and the other is a Gemma4Processor `_tokenizer` attribute issue; different code paths and fixes." + "reason": "Both involve `transformers serve`, but one is a KV-cache tensor indexing bug and the other is a missing `_tokenizer` attribute on Gemma4Processor; different failures and fixes." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "One is a MacOS bus error for a community CLIP model, the other is a SigLIP2 doc example with model/processor mismatch and quantization failures; not the same bug." + "reason": "Both mention vision-language/model loading problems, but one is a Mac bus error with CLIP and the other is a SigLIP2 doc example mismatch/quantization issue." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "A LayoutLMV3 error-message clarity complaint is unrelated to TrainerState token-count tracking." + "reason": "LayoutLMV3 error messaging vs TrainerState token counter update are unrelated features and failure modes." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor/model input-size mismatch and an RT-DETR memory-leak report are distinct issues." + "reason": "Processor image-size mismatch and model memory not releasing are separate bugs with no shared code path." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation handling and Gemma4 processor loading dependency import failure are different failure modes." + "reason": "Auto-docstring annotation handling and a mistral_common import regression are unrelated." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same underlying bug." + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different resource-management problems, not the same bug." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and DeepSeekV3MoE divergence are separate model-implementation problems." + "reason": "Smollm3 RoPE layer selection and DeepseekV3MoE divergence are distinct model-implementation issues." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4, but one is an import-time dependency problem and the other is a serve-time processor attribute crash; they are not the same fix." - }, - { - "left": "issue:43723", - "right": "issue:44554", - "accept": false, - "reason": "Tokenizer loading in v5 and an MPS attention correctness issue with mismatched head dimensions are unrelated." + "reason": "Gemma4 processor loading via mistral_common import failure is separate from `transformers serve` missing `_tokenizer`." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "BF16-to-FP32 dtype drift in eval and a tensor-parallel OOM on a large Qwen2 model are different symptoms and causes." + "reason": "BF16/FP32 dtype drift during eval and TP loading OOM for a large Qwen2 model are not the same underlying bug." }, { - "left": "issue:43381", + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing being invalid in eval mode is unrelated to resume-from-checkpoint key mismatch." + "reason": "Gradient checkpointing being invalid in eval mode is different from a resume-from-checkpoint key mismatch." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype regression and undefined variables in multimodal token counting are separate bugs." + "reason": "Dtype changes in evaluation and a multimodal token-counting bug in video paths are unrelated." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer auto-loading failures are different tokenizer-specific issues." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + "reason": "Qwen3 auto device mapping cuda assert and Gemma4 multi-GPU OOM are separate large-model inference problems." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Qwen3 auto device mapping on A800 with cudaErrorAssert is not the same as Gemma4 multi-GPU OOM." + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss handling are different model bugs." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures and a GenerationMixin import error do not share the same code-path failure." + "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated regressions." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "A NoneType broadcast error in Trainer and a MacOS CLIP bus error are unrelated." + "reason": "NoneType broadcast error in Trainer and a MacOS CLIP bus error are not the same failure." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window behavior are distinct issues." + "reason": "Qwen3-VL missing `pad_token_id` and Qwen3-MoE sliding-window behavior are different model/config issues." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "A missing Qwen2_5_VL import and a generic transformers dependency issue are too broad and different to merge." + "reason": "A missing `Qwen2_5_VLForConditionalGeneration` import and a generic dependency issue are too vague and do not share a concrete bug." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BEiT `reduce_labels` returning one label and LayoutLMv2 tokenizer crashes on batching are unrelated." + "reason": "BEiT `reduce_labels` returning one label and LayoutLMv2Tokenizer crashing on NER/padding are different processor/tokenizer bugs." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation problems and the 2^24 category-limit runtime error are different bugs." + "reason": "Flash-attention generation problems for Qwen3.5 and a category-cardinality runtime error are unrelated." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "A label-reduction bug in BEiT fast processor is unrelated to LwDetrImageLoss AMP crashes." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL weight-shape mismatch are different model-loading problems." + "reason": "A label-reduction bug and an AMP/CUDA crash in LwDetrImageLoss are not the same issue." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Ministral-3 FlashAttention failure in v5 RC and `s_aux=None` crashes in flash_attention.py are separate integration bugs." + "reason": "Tokenizer loading failure and dtype mismatches in inference are different classes of bugs." }, { "left": "issue:43526", "right": "issue:44610", "accept": false, - "reason": "BEiT label reduction and OmDet-Turbo image-size mismatch do not overlap." + "reason": "BEiT label reduction and OmDet-Turbo image-size mismatch are unrelated." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and bfloat16 dtype mismatches in inference are unrelated." + "reason": "Audio chat-template sample-rate defaulting and a feature-extractor unsupported-arg crash are separate audio-processing regressions." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and LasrFeatureExtractor unsupported-arg crashes are distinct processor bugs." + "reason": "Qwen3MoE FP8 config failure and Qwen3-VL weight-shape mismatch are different load-time problems." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3 recurrent-state reset in cached seq_len>1 and Whisper batch_decode skip_special_tokens handling are different behaviors." + "reason": "Recurrent-state reset with cache and Whisper batch_decode skip-special-tokens handling are unrelated." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral-3 generation failure and the other is an `s_aux=None` crash in a different integration path." + }, + { + "left": "issue:43452", + "right": "issue:45588", "accept": false, - "reason": "Chunked generation inconsistencies with compiled forward and Gemma3 NaN embeddings from sliding-window all-padding cases are not the same issue." + "reason": "GGUF loading issues for tokenizer/model constructors are not the same as the flash_attention integration crash." } ] }, @@ -8040,7 +8165,6 @@ "issue:43295", "issue:43316", "issue:43381", - "issue:43452", "issue:43493", "issue:43525", "issue:43550", @@ -8059,8 +8183,8 @@ "issue:44206", "issue:44387", "issue:44442", + "issue:44464", "issue:44479", - "issue:44568", "issue:44743", "issue:44898", "issue:44964", @@ -8070,15 +8194,15 @@ "issue:45229", "issue:45290", "issue:45440", - "issue:45479", "issue:45491", "issue:45584", "issue:45588", "issue:45600", - "issue:45698" + "issue:45698", + "issue:45759" ], "soft_pairs": [ - "issue:43452|issue:45588", + "issue:44464|issue:45491", "issue:43575|issue:43701", "issue:29127|issue:35141", "issue:43646|issue:44077", @@ -8092,203 +8216,203 @@ "issue:44964|issue:45440", "issue:43761|issue:44079", "issue:43931|issue:45216", - "issue:42907|issue:45698", "issue:33290|issue:34567", + "issue:42907|issue:45698", "issue:34689|issue:43611", "issue:44442|issue:44898", - "issue:39692|issue:45491", "issue:43761|issue:44188", + "issue:39692|issue:45491", "issue:43381|issue:43873", "issue:43493|issue:43827", - "issue:43550|issue:44743", "issue:43295|issue:45584", + "issue:43550|issue:44743", "issue:43994|issue:44206", - "issue:44568|issue:45479" + "issue:43316|issue:45759" ], - "prepared_review_unit_hash": "abf006cf045b65a4cd2e25af6d2f569ccde3e7b9b161e6fb85b561690986e9f1", + "prepared_review_unit_hash": "f253d518eca547f12da5da228d2480f761765dd03cb7c52d1d65586e47f4a9f9", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35624, - "estimated_input_tokens": 8906, - "estimated_eval_tokens": 18068 + "serialized_chars": 34962, + "estimated_input_tokens": 8741, + "estimated_eval_tokens": 17738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the items span unrelated regressions, model-specific bugs, docs issues, and training/runtime problems. None of the soft pairs look like the same underlying issue, so there is no clear canonical issue or PR.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These soft pairs are mostly superficial matches: they share broad themes like OOMs, loading regressions, config mismatches, or save/load behavior, but each issue targets a different model, code path, or failure mode. None looks like the same underlying bug or a mergeable duplicate pair.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set; the candidates are heterogeneous across subsystems and failure types, so there isn't one underlying bug to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No best issue is truly representative because the cluster is not a real duplicate group; at most, a few issues share broad regression language, but not the same concrete defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43452", - "right": "issue:45588", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Different code paths and symptoms: gguf loading/tokenizer/model factory vs flash-attention s_aux handling." + "reason": "Both are inference correctness bugs, but one is about compiled forward chunked generation and the other about NaN embeddings in Gemma3 mixed-length batching; different models and code paths." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "One is tensor-parallel OOM on model load; the other is a resume_from_checkpoint key mismatch." + "reason": "Qwen2 tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated failures with no shared underlying mechanism." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Unrelated problems: layoutlmv3 box/info error message vs token-embedding resize/post_init reinitialization." + "reason": "LayoutLMv3 error messaging for insufficient box info is a validation/UX issue, while the other is about output embeddings being reinitialized during resize; different bugs." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both touch custom model init, but they describe different bugs and model-specific behavior, not one concrete fix." + "reason": "Both mention initialization/post_init, but one is a broad Transformers 5.0 custom model init regression and the other is a patchtsmixer-specific post_init policy change; not the same defect." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Different OOM causes: tp load OOM vs increased reserved memory under int4 quantization." + "reason": "Both are OOM reports, but one is TP load OOM for Qwen2 and the other is increased CUDA reserved memory under int4 quantization; distinct causes and paths." }, { "left": "issue:45072", "right": "issue:45229", "accept": false, - "reason": "Dtype mismatch in CI models vs multi-GPU CUDA OOM for Gemma4; not the same failure mode." + "reason": "Bfloat16 dtype mismatch in inference is unrelated to a multi-GPU CUDA OOM for Gemma4." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Different models and APIs: Qwen3.5 flash-attention generation vs Whisper empty-transcription chat-template failure." + "reason": "Flash-attention generation issues for Qwen3.5 and Whisper empty-transcription failure after align_special_tokens are different models and different failure conditions." }, { "left": "issue:33357", "right": "issue:38175", "accept": false, - "reason": "Both are multimodal model issues, but one is a Mac bus error on CLIP and the other is bad probabilities on SigLIP2." + "reason": "MacOS bus error on a community CLIP model and zero-probability outputs on SigLIP2 are not the same bug." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Flash-attention sink handling is unrelated to stale auto_mappings config references." + "reason": "A crash in flash_attention.py with s_aux=None is unrelated to stale auto_mappings references to removed Sam3LiteText configs." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both mention config API differences, but they concern different missing attributes on different model configs." + "reason": "Both are config/API discrepancies, but one concerns Gemma3TextConfig parity and the other a missing pad_token_id on Llama4Config; different API gaps." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression across Qwen models is separate from apply_chat_template crashing on tool-call assistant messages." + "reason": "Video-input regression across Qwen VL variants and chat template crashes on tool-call assistant messages are separate feature paths." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Different model families and bugs: Phi-4 multimodal loading vs DeepSeekV3MoE implementation divergence." + "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE divergence from remote implementation are unrelated model-specific issues." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is CLIPVisionModel not returning hidden_states; the other is generic ModelOutput key assignment behavior." + "reason": "CLIPVisionModel ignoring output_hidden_states and a generic ModelOutput key assignment bug are different layers of the stack and not the same concrete bug." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Shape-mismatch load error for Qwen3-VL is not the same as incorrect save_pretrained checkpoint contents for Qwen3.5." + "reason": "Qwen3-VL weight-shape mismatch on load and Qwen3.5 save_pretrained regression affect different stages of the lifecycle and different failure modes." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Saving a dequantized model is a different issue from loading the wrong custom module after save_pretrained." + "reason": "AdaFactor+DeepSpeed OOM is unrelated to TrainerState.num_input_tokens_seen not updating." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Unrelated training/runtime issues: Deepspeed Adafactor OOM vs TrainerState token counter not updating." + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are both save/load related, but they are different bugs with different causes." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are load regressions, but one is a specific Llama 3.2 Vision breakage and the other is a generic base_model_prefix issue." + "reason": "Both are loading regressions, but one is Llama 3.2 vision model loading and the other is a base_model_prefix attribute regression in Transformers 5.0; not mergeable as one fix." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver positional interpolation failure are unrelated." + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated model/component bugs." }, { - "left": "issue:39692", - "right": "issue:45491", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Docs/example mistakes are unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Hidden-states being None in CLIPVisionModel is unrelated to attention kernel divergence caused by torch.compile branching." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:39692", + "right": "issue:45491", "accept": false, - "reason": "Hidden-states regression and torch.compile attention-kernel divergence are different bugs in different subsystems." + "reason": "SigLIP2 docs/example errors and Gemma3 NaN embeddings are different problem classes; one is documentation/example correctness, the other runtime numerical instability." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." + "reason": "Gradient checkpointing in eval mode and offloading with quantization are separate runtime behaviors with no shared root cause." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation divergence and stale pipeline docs after v5 removals are unrelated." + "reason": "SigLIP2 HF-vs-JAX implementation discrepancy is unrelated to docs still referencing removed pipeline() APIs." }, { - "left": "issue:43550", - "right": "issue:44743", + "left": "issue:43295", + "right": "issue:45584", "accept": false, - "reason": "Different model/runtime issues: Bamba torch.compile+SDPA failure vs Qwen3.5 recurrent-state reset with cache." + "reason": "Processor.tokenizer regression and Whisper empty-transcription failure are different regressions in different code paths." }, { - "left": "issue:43295", - "right": "issue:45584", + "left": "issue:43550", + "right": "issue:44743", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to Whisper empty-transcription generation failure." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to recurrent states being reset in modular_qwen3_5 cache handling." }, { "left": "issue:43994", "right": "issue:44206", "accept": false, - "reason": "SigLIP2 wrong outputs are unrelated to LasrFeatureExtractor's unsupported center argument crash." + "reason": "SigLIP2 nonsensical outputs and LasrFeatureExtractor center-arg crash do not describe the same defect." }, { - "left": "issue:44568", - "right": "issue:45479", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Tokenizer special-token behavior and sequence-classification zero-loss bug are different issues." + "reason": "Both involve config APIs, but one is a generic Gemma3TextConfig discrepancy and the other is specifically AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen configs; different fixes." } ] }, @@ -8348,21 +8472,20 @@ "issue:44479", "issue:44496", "issue:44514", + "issue:44568", "issue:44792", "issue:44855", "issue:44871", "issue:44877", "issue:44913", - "issue:45127", "issue:45137", - "issue:45200", "issue:45372", + "issue:45479", "issue:45584", - "issue:45656", - "issue:45759" + "issue:45656" ], "soft_pairs": [ - "issue:43316|issue:45759", + "issue:44568|issue:45479", "issue:41628|issue:45372", "issue:43720|issue:44442", "issue:43643|issue:44913", @@ -8381,219 +8504,205 @@ "issue:42175|issue:43316", "issue:33290|issue:34689", "issue:25251|issue:28282", - "issue:43404|issue:43441", "issue:44162|issue:44792", - "issue:41950|issue:43475", + "issue:43404|issue:43441", "issue:43232|issue:43388", + "issue:41950|issue:43475", "issue:43295|issue:43825", "issue:44871|issue:45584", - "issue:45127|issue:45200", "issue:43550|issue:43701", - "issue:43606|issue:43701", - "issue:43295|issue:44871" + "issue:43606|issue:43701" ], - "prepared_review_unit_hash": "c99f9734cd324ef052a7ce8559fda8e93d202cfdc6f23567e268d6c92f5d0fa0", + "prepared_review_unit_hash": "4c573659d4264c635c2dfa94fe187fd56e068b6276117de963e7143c594b0302", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36559, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35398, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous issue cluster: the titles span unrelated bugs across config loading, model I/O, training, and multimodal pipelines. None of the soft-similarity pairs are convincing duplicates under a strict same-root-cause standard.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43873 is the best representative placeholder here because it has the broadest concrete user impact, multiple inbound references, and active discussion; but the overall set is not a true duplicate cluster.", + "summary": "These items are a loose collection of unrelated Transformers bugs and regressions. The soft pairs share only broad subsystem similarity; none look like the same underlying bug/change, so no soft edge should be merged.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest standalone issue in the set for triage because it is well-discussed, externally referenced, and describes a concrete reproducible failure path.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:44568", + "right": "issue:45479", "accept": false, - "reason": "Both concern config/model API handling for multimodal models, but one is Gemma3TextConfig inconsistency and the other is AutoModelForCausalLM.from_config text_config unwrapping for Qwen; different bugs." + "reason": "Different failures: tokenizer special-token handling vs a degenerate zero-loss classification bug." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "These are unrelated import errors from different packages/components: AutoImageProcessor vs mistral_common ReasoningEffort during Gemma 4 processor loading." + "reason": "Both are import errors, but for different symbols and different loading paths (AutoImageProcessor vs ReasoningEffort/Gemma 4)." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate loading with packed weights and AutoTokenizer loading FastSpeech2ConformerTokenizer are different code paths and failure modes." + "reason": "Unrelated problems: unpacking packed weights during accelerate loading vs AutoTokenizer failing on a specific tokenizer class." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both involve config persistence, but one is missing fields with trust_remote_code and the other is rotary_pct not surviving reload; not the same root cause." + "reason": "Different config bugs: missing fields with trust_remote_code vs rotary_pct not persisting on reload." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer NoneType broadcast failure and DeepSpeed Adafactor OOM are distinct training/runtime problems." + "reason": "Both involve Trainer/DeepSpeed, but one is a NoneType broadcast error and the other is OOM with Adafactor." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a no-trainer script and unrecognized model/config.json loading are unrelated." + "reason": "Different areas entirely: example script dataset loading vs unrecognized model/config loading." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantized offloading behavior and Gemma-3 eos_token_id mismatch are separate bugs affecting different subsystems." + "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id config mismatch." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Llama 3.2 Vision model loading regression and GenerationMixin import failure are different issues with different failure points." + "reason": "Different import/model-load regressions: Llama 3.2 vision loading vs GenerationMixin import failure." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory inefficiency are not the same defect." + "reason": "Gradient checkpointing eval-mode restriction is not the same as Qwen3 MoE memory inefficiency." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing/IndentationError and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "A Python 3.13 parsing/IndentationError bug is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init deprecation/validation is unrelated to the Qwen VL video-input regression." + "reason": "Different model/library issues: patchtsmixer post_init validation vs video-input regression across Qwen VL models." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Adafactor OOM under DeepSpeed and optimizer step being called twice under DeepSpeed are different optimizer control-flow bugs." + "reason": "Both mention DeepSpeed/optimizers, but one is OOM with Adafactor and the other is double optimizer-step behavior." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video-input processing error and Qwen2.5-VL batched apply_chat_template crash are different model-specific issues." + "reason": "Different processor/input bugs: Qwen3OmniMoe video ValueError vs batched apply_chat_template padding crash." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-content error messaging and MacOS bus error in CLIP model loading are unrelated." + "reason": "LayoutLMv3 error-message clarity issue is unrelated to a MacOS bus error in CLIP model loading." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and strict config loading for granite_speech are both config-related but not the same bug." + "reason": "Different config-loading issues affecting different models and validation rules." }, { "left": "issue:43381", "right": "issue:43742", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and MobileLLM-125M load key error do not share a concrete root cause." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to a MobileLLM key error during loading." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "TensorFlow missing from a torch extra install and Gemma3TextConfig API discrepancy are unrelated." + "reason": "One is packaging/backend dependency coverage; the other is a Gemma3TextConfig API mismatch." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision loading breakage are separate regressions." + "reason": "DeepSpeed optimizer OOM and Llama 3.2 vision load regression are not the same bug." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting behavior and missing PyTorch import for AutoModel are completely different issues." - }, - { - "left": "issue:43404", - "right": "issue:43441", - "accept": false, - "reason": "Mistral3 lm_head tying bug and Ministral-3 FlashAttention failure are distinct model bugs." + "reason": "Pipeline output nesting bug and missing PyTorch ImportError are completely different failure modes." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are not the same underlying problem." + "reason": "ESM2 breakage affecting workflows is unrelated to a janus image-generation test failure." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Video-classification pipeline using image processors and SAM 3 Video missing fpn_position_embeddings are different multimodal issues." + "reason": "One is a tied-weight bug in Mistral3; the other is a FlashAttention regression for Ministral-3." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync_gpus issue and gather_for_metrics label truncation are unrelated training/utilities bugs." + "reason": "Both touch generation/training utilities, but the concrete bugs differ: sync_gpus model-kwargs handling vs metric gathering dropping tuple labels." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup and SAM 3 Video missing attribute are distinct video-model issues." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor.tokenizer/image passing regression and pipeline translation-task error messaging are different v5 regressions." + "reason": "Custom processor/tokenizer regression is unrelated to pipeline translation-task messaging." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma-3 eos_token_id configuration mismatch and Whisper empty-transcription generation failure are unrelated." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "LoRA merge with extended vocabulary causing collapse and Gemma 4 mm_token_type_ids defaults are different model-training behaviors." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription handling after align_special_tokens are different bugs." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Bamba SDPA/torch.compile failure and resume_from_checkpoint key mismatch are unrelated." + "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are separate bugs." - }, - { - "left": "issue:43295", - "right": "issue:44871", - "accept": false, - "reason": "Processor/tokenizer regression and Gemma-3 eos_token_id inconsistency are different problems, even if both touch multimodal processing." + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." } ] }, @@ -8623,6 +8732,7 @@ "issue:41720", "issue:42617", "issue:43065", + "issue:43295", "issue:43335", "issue:43452", "issue:43575", @@ -8656,9 +8766,9 @@ "issue:44964", "issue:44977", "issue:45127", + "issue:45200", "issue:45245", "issue:45290", - "issue:45357", "issue:45381", "issue:45584", "issue:45588", @@ -8666,238 +8776,245 @@ "issue:45698" ], "soft_pairs": [ + "issue:45127|issue:45200", + "issue:43295|issue:44871", "issue:33290|issue:35141", "issue:43761|issue:44479", - "issue:43673|issue:44743", "issue:33290|issue:36331", "issue:43065|issue:44617", "issue:43452|issue:44496", "issue:43575|issue:43742", - "issue:43646|issue:44913", + "issue:43673|issue:44743", "issue:42617|issue:43575", + "issue:43646|issue:44913", "issue:44936|issue:45698", "issue:43761|issue:44242", "issue:43575|issue:43873", "issue:44077|issue:44534", - "issue:43931|issue:44060", "issue:44479|issue:44734", - "issue:44464|issue:44871", + "issue:43931|issue:44060", "issue:44617|issue:45584", + "issue:44464|issue:44871", "issue:43065|issue:44610", "issue:43906|issue:45290", - "issue:43827|issue:43994", "issue:44792|issue:44977", + "issue:43827|issue:43994", "issue:44534|issue:44913", "issue:41720|issue:45245", "issue:44190|issue:44964", "issue:44792|issue:45600", "issue:44855|issue:45588", "issue:44521|issue:45381", - "issue:43335|issue:44855", - "issue:45127|issue:45357" + "issue:43335|issue:44855" ], - "prepared_review_unit_hash": "de360595568d957d2aa2f3847c59464d05069816d55a81d336934b9d8dc1f2b2", + "prepared_review_unit_hash": "46dd9a3dd50d17b435b41420c31b54da3bb60c8f2099306562bf51738f474a3b", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35847, - "estimated_input_tokens": 8962, - "estimated_eval_tokens": 18180 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated regressions, model-loading bugs, or docs/training issues, and none of the soft pairs look like true duplicates of the same underlying bug/change. I\u2019d keep them separate; there is no strong canonical item, though one broad v5 initialization regression is the least-bad anchor.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43646 is the broadest generic regression report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the closest thing to a cluster anchor, but the surrounding issues are too diverse for a strong canonical choice.", + "summary": "This cluster is heterogeneous: most items are separate model-specific regressions, loading errors, or docs/test failures rather than one duplicated bug. I found no soft-edge pair that clearly looks like the same underlying change or defect.", + "confidence": 0.32, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d) and is the closest representative of the cluster\u2019s recurring v5/custom-model loading theme, though it is not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best weak representative because it captures a high-level framework regression rather than a model-specific symptom, but it should not be treated as a true duplicate magnet for this set.", + "best_issue_reason": "issue:43646 is the best global representative because it captures the highest-level regression theme and is broader than the narrower model-specific or API-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "OOM in Adafactor/DeepSpeed and embedding reinit in post_init are unrelated bugs." + "reason": "Different bugs: LoRA/extended-vocab collapse vs Gemma 4 multimodal token-type defaults." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Both are regression reports, but one is CLIPVision hidden_states and the other is Qwen video input behavior; different code paths and symptoms." + "reason": "One is a processor/tokenizer regression; the other is an eos_token_id config mismatch." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Both involve cache/state handling, but one is GenerationMixin chunked_prefill cache availability and the other is Qwen3.5 recurrent state reset; not the same defect." + "reason": "OOM with Adafactor+DeepSpeed is unrelated to embedding reinitialization after resize." }, { - "left": "issue:33290", - "right": "issue:36331", + "left": "issue:36331", + "right": "issue:33290", "accept": false, - "reason": "Adafactor OOM in deepspeed and CustomTrainer compute_loss signature breakage are clearly unrelated." + "reason": "Trainer API signature break vs optimizer memory blow-up; different code paths." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Same model family (Sam3), but one is a dummy Conv2d issue and the other is a CUDA OOM in video inference; not the same bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Video CUDA OOM." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "GGUF tokenizer/model loading failure and an unrecognized model config are different loading problems." + "reason": "GGUF loader breakage is a different issue from unrecognized model_type in a specific checkpoint." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Both are load failures, but one is tensor-parallel OOM on a 57B model and the other is a KeyError for a small model; different underlying causes." + "reason": "Tensor-parallel OOM on a large model vs key error loading a small MobileLLM model." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Both concern config/init/reload behavior, but one is a broad v5 custom model initialization break and the other is GPTNeoX rotary_pct persistence." + "reason": "3d_parallel execution failure is not the same as Qwen2-57B tensor-parallel OOM." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen2 TP OOM are unrelated." + "reason": "Generic custom-model initialization regression vs GPTNeoX rotary_pct reload defaulting; different defect." }, { "left": "issue:44936", "right": "issue:45698", "accept": false, - "reason": "trainer.evaluate after train and wrong custom module loading after save_pretrained involve different workflows and failures." + "reason": "train/evaluate lifecycle failure vs wrong custom module loading after save_pretrained." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression and router loss omission are unrelated model behaviors." + "reason": "CLIP hidden_states regression is unrelated to MoE router loss handling." }, { "left": "issue:43575", "right": "issue:43873", "accept": false, - "reason": "Both are memory-related at a high level, but one is TP OOM during loading and the other is offloading/quantization behavior; not the same bug." + "reason": "OOM from tensor parallelism is not the same as quantized offloading behavior." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Both touch initialization semantics, but one is a model-specific post_init allowance and the other is non-persistent buffers being filled with junk; too different to merge." - }, - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Both are Qwen3-family issues, but weight-shape mismatch and tied-weights warning bugs are distinct." + "reason": "PatchTSMixer post_init policy and non-persistent buffer junk are separate v5 problems." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen VL models and KV-cache continuation crash in serve are different failures." + "reason": "Video-input regression for Qwen VL models is unrelated to serve KV-cache indexing crash." }, { - "left": "issue:44464", - "right": "issue:44871", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Chunked generation inconsistency and Gemma-3 eos_token_id config mismatch are unrelated." + "reason": "Weight-shape mismatch in Qwen3-VL loading is different from a tied-weights warning in Qwen3-Next." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video OOM and Whisper empty-transcription generation failure are unrelated." + "reason": "Sam3Video OOM is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as eos_token_id config inconsistency." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and OmDet-Turbo processor/model size mismatch are different bugs." + "reason": "Sam3 pixel decoder dummy layer and OmDet processor resolution mismatch are different model bugs." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as a chat-template crash on tool-call assistant messages." + "reason": "Isolated reproduction of an earlier issue is not the same as tool-call tokenization crash." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs are unrelated." + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation behavior." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model/runtime issues." + "reason": "Docs still referencing pipeline() is not the same as a bad model output bug in SigLIP2." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Both are state/persistence regressions, but buffer junking and rotary_pct reload are not the same defect." + "reason": "Non-persistent buffer initialization and GPTNeoX config reload defaulting are distinct defects." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count limit are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the category-cardinality runtime error." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script and loading Phi-4-multimodal with latest transformers are different problems." + "reason": "Local dataset loading failure in a training script is different from loading Phi-4 multimodal model failure." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus generation test failure and stale auto_mappings references to removed configs are unrelated." + "reason": "Janus generate-image test failure and removed Sam3LiteText auto_mappings references are unrelated." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 JIT parsing error and flash_attention s_aux=None crash are unrelated." + "reason": "Python 3.13 torch.jit parsing error is unrelated to flash_attention s_aux=None crash." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both involve multimodal inputs, but all-zero assistant masks and wrong vision_position_ids are distinct bugs." + "reason": "All-zero assistant masks in multimodal chat templating is different from wrong vision_position_ids in Qwen2.5-VL video input." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 IndentationError are unrelated." + "reason": "Missing GenerationMixin cache in v5 chunked_prefill and Qwen3.5 recurrent-state reset are not the same code path." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43873", + "right": "issue:44521", + "accept": false, + "reason": "Quantized offloading behavior and multimodal assistant-mask generation are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45698", "accept": false, - "reason": "LoRA merge collapse with extended vocab and Qwen3.5 visual encoder save_pretrained keys are different save/merge regressions." + "reason": "Evaluator failure after training and wrong custom module loading after save_pretrained are separate lifecycle bugs." } ] }, @@ -8933,7 +9050,6 @@ "issue:43479", "issue:43540", "issue:43550", - "issue:43643", "issue:43644", "issue:43650", "issue:43761", @@ -8946,7 +9062,6 @@ "issue:44246", "issue:44464", "issue:44466", - "issue:44496", "issue:44561", "issue:44683", "issue:44734", @@ -8957,12 +9072,13 @@ "issue:44933", "issue:44938", "issue:45003", + "issue:45127", "issue:45216", "issue:45245", "issue:45276", + "issue:45357", "issue:45362", "issue:45375", - "issue:45406", "issue:45446", "issue:45542", "issue:45563", @@ -8971,19 +9087,20 @@ "issue:45632" ], "soft_pairs": [ + "issue:45127|issue:45357", "issue:44938|issue:45542", "issue:44077|issue:44877", - "issue:43976|issue:44855", "issue:43644|issue:44913", + "issue:43976|issue:44855", "issue:43550|issue:44190", - "issue:43761|issue:44743", "issue:43540|issue:44734", + "issue:43761|issue:44743", "issue:45276|issue:45584", "issue:44112|issue:45600", "issue:43650|issue:44220", - "issue:43116|issue:44190", "issue:43295|issue:45276", "issue:43335|issue:44190", + "issue:43116|issue:44190", "issue:36246|issue:41628", "issue:45245|issue:45584", "issue:43404|issue:45216", @@ -8992,218 +9109,209 @@ "issue:44464|issue:45563", "issue:44186|issue:44734", "issue:38175|issue:43065", + "issue:44466|issue:44913", + "issue:44561|issue:45632", "issue:44734|issue:45632", "issue:44683|issue:45446", - "issue:44561|issue:45632", - "issue:44466|issue:44913", "issue:44246|issue:45003", - "issue:36246|issue:38617", - "issue:45406|issue:45632", - "issue:43643|issue:44496", - "issue:45563|issue:45584" + "issue:36246|issue:38617" ], - "prepared_review_unit_hash": "636489222eb392437cc15e72243ad29498b0a53e0090d5384ddf0f33a154d841", + "prepared_review_unit_hash": "559a19e5c3cbe98ee568182332248037fedf67af4b37d681b86a8d18b298ee3d", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36773, - "estimated_input_tokens": 9194, - "estimated_eval_tokens": 18644 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35563, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The proposed soft edges are all false positives: the items span unrelated import errors, config/serialization regressions, model-specific runtime bugs, and separate CI/serve issues rather than one duplicate bug cluster.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #44734 is the best single anchor if one must be chosen: it is a concrete runtime bug with a clear code path (serve/KV-cache indexing) and sits near the most coherent runtime-regression theme in the set, though the overall cluster is too heterogeneous to be a true duplicate group.", + "summary": "The cluster is very heterogeneous: most items are unrelated regressions, import errors, config bugs, or generation issues. None of the suggested soft edges look like the same underlying bug/change, so they should all stay separate.", + "confidence": 0.25, + "canonical_issue_reason": "Issue 44246 is the broadest and most discussion-heavy item in the set, so it is the best single representative if one must be chosen. That said, the overall cluster does not look like a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "#44734 is the most defensible representative issue, but only as a pragmatic placeholder; it does not actually subsume the other issues in this set.", + "best_issue_reason": "Issue 44246 has the widest scope ('import transformers takes long sometimes') and the strongest engagement, making it the most general anchor for this mostly unrelated set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5-related behavior, but one is about LoRA/weight tying collapse and the other about save_pretrained visual encoder keys; different failure modes and code paths." + }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Different failures: Python 3.14 import/load problem vs tensorboard-without-TF backend initialization error." + "reason": "One is a Python 3.14 load failure, the other is a TensorBoard/TensorFlow backend mismatch; unrelated bugs." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is a post_init policy change and the other is a granite_speech loading bug." - }, - { - "left": "issue:43976", - "right": "issue:44855", - "accept": false, - "reason": "Separate Python compatibility issues with different root causes and code paths." + "reason": "Both touch config validation, but they affect different models and different rules; not the same bug." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Unrelated serialization bugs: non-persistent buffers vs rotary_pct resetting on reload." + "reason": "One is about non-persistent buffers being filled with junk in v5, the other about a config value not persisting on reload; different mechanisms." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "Different subsystems entirely: torch.compile/SDPA model failure vs example script dataset loading." + "reason": "Both are version/platform breakages, but one is a broad Python support regression and the other is a specific DebertaV2 import parsing failure on Python 3.13." }, { - "left": "issue:43761", - "right": "issue:44743", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Both involve sequence-state behavior, but they affect different models and distinct bugs." + "reason": "A torch.compile/SDPA model bug and a dataset-loading example-script issue are unrelated." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different problems: multimodal video input handling vs serve KV-cache tensor indexing." + "reason": "Different domains and symptoms: Qwen3Omni video processing versus serve KV-cache indexing." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "One is CLIPVisionModel hidden-state output, the other is recurrent-state reset in Qwen3.5 code; not the same path." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different concrete bugs: resize_token_embeddings propagation vs Whisper empty-transcription generation failure." + "reason": "Token embedding resize behavior and Whisper empty-transcription generation are unrelated." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI-related, but they stem from different stale references in different places." + "reason": "Both mention CI, but one is a GraniteSpeech stale test and the other is an auto_mappings import/reference cleanup issue." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No shared underlying bug; one is a vague placeholder title, the other is a specific fbank feature issue." - }, - { - "left": "issue:43116", - "right": "issue:44190", - "accept": false, - "reason": "Different failures: multi-label example output vs local dataset loading in a training script." + "reason": "No common bug: one is a placeholder issue, the other is a feature-specific fbank feature extraction problem." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Different regression types: processor/tokenizer handling vs embedding/output weight resizing." + "reason": "A processor/tokenizer regression and a token-embedding resize bug are different issues." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers layer construction bug is unrelated to the dataset-loading issue." + "reason": "SwitchTransformers sparse-layer config creation is unrelated to the image-classification local dataset loading bug." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example-script multi-label classification output handling is unrelated to local dataset loading." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they reference different symbols and likely different breakages." + "reason": "Both are import errors, but for different symbols and different submodules; not the same underlying defect." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Different runtime errors in unrelated features; no shared code path." + "reason": "A category-cardinality runtime limit and Whisper empty-transcription handling are unrelated." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to Qwen3.5 save_pretrained serialization." + "reason": "Both involve model save/tied-weight behavior, but they affect different models and different serialization paths." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different config bugs: None-default initialization vs strict-field dropping in different multimodal configs." + "reason": "Both are multimodal config bugs, but one is default init with None values and the other is a missing field dropped by strict config handling." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Nonexistent import problem vs a Qwen3.5 chat crash; not the same bug." + "reason": "An image_utils import problem and a Qwen3.5 chat crash are unrelated." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Generation inconsistency with compiled forward is not the same as a stale warning about num_return_sequences." + "reason": "Compiled-forward generation inconsistency is not the same as a stale warning about num_return_sequences." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/NER crash is unrelated to serve KV-cache continuation indexing." + "reason": "Tokenizer padding/truncation crashes and server KV-cache indexing crashes are different code paths." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Different model-specific bugs with no shared failing code path." + "reason": "A SigLIP probability issue and a Sam3PixelDecoder dummy Conv2d issue are unrelated." }, { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:44466", + "right": "issue:44913", "accept": false, - "reason": "Serve cache indexing bug and local trust_remote_code cache-path collision are different problems." + "reason": "Both mention serialization/persistence, but one is tied lm_head weight serialization and the other is a config field reload default." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:44561", + "right": "issue:45632", "accept": false, - "reason": "Both touch flex_attention, but one is a compiled-kernel failure and the other is a version-check/import gating bug." + "reason": "Both mention trust_remote_code, but one is a removed helper API and the other is a cache-path collision." }, { - "left": "issue:44561", + "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "trust_remote_code is only a broad theme here; FX API removal and cache-path collision are separate issues." + "reason": "Server KV-cache continuation failure and trust_remote_code cache-path collision are different problems." }, { - "left": "issue:44466", - "right": "issue:44913", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Different serialization problems: tied lm_head weight behavior vs rotary_pct reload drift." + "reason": "Both are flex_attention-related, but one is a compiled-kernel failure on new torch versions and the other is a version-check/import guard bug." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowdown and unsafe sys.modules access are related only superficially, not the same bug." - }, - { - "left": "issue:45406", - "right": "issue:45632", - "accept": false, - "reason": "Gemma4Processor _tokenizer attribute crash is unrelated to trust_remote_code cache path collisions." - }, - { - "left": "issue:43643", - "right": "issue:44496", - "accept": false, - "reason": "Different config-loading failures with different symptoms and causes." + "reason": "Import performance and unsafe sys.modules access are not the same underlying issue, even if both relate to import-time behavior." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "A stale warning about generation parameters is not the same as an empty-transcription runtime failure." + "reason": "Separate import errors for different missing names; no evidence they share a root cause." } ] }, @@ -9240,9 +9348,9 @@ "issue:43526", "issue:43531", "issue:43577", + "issue:43643", "issue:43673", "issue:43688", - "issue:43824", "issue:43827", "issue:43854", "issue:43901", @@ -9258,8 +9366,6 @@ "issue:44351", "issue:44368", "issue:44496", - "issue:44683", - "issue:44933", "issue:44964", "issue:45020", "issue:45042", @@ -9269,26 +9375,31 @@ "issue:45335", "issue:45357", "issue:45405", - "issue:45542", + "issue:45406", + "issue:45563", "issue:45584", "issue:45593", "issue:45600", + "issue:45632", "issue:45759" ], "soft_pairs": [ + "issue:43643|issue:44496", + "issue:45406|issue:45632", + "issue:45563|issue:45584", "issue:41950|issue:44016", "issue:44964|issue:45600", - "issue:43388|issue:43688", "issue:43295|issue:45335", + "issue:43388|issue:43688", "issue:44112|issue:44964", "issue:42907|issue:43441", "issue:44496|issue:45042", - "issue:43854|issue:44964", "issue:43673|issue:44336", + "issue:43854|issue:44964", "issue:44016|issue:44220", + "issue:42175|issue:44279", "issue:43299|issue:45216", "issue:43531|issue:45600", - "issue:42175|issue:44279", "issue:43526|issue:43901", "issue:45335|issue:45584", "issue:44075|issue:44368", @@ -9300,221 +9411,225 @@ "issue:44242|issue:45200", "issue:43577|issue:45216", "issue:44016|issue:44062", - "issue:43976|issue:45405", "issue:44351|issue:45278", - "issue:43824|issue:44933", + "issue:43976|issue:45405", "issue:43388|issue:43827", - "issue:43479|issue:43525", - "issue:44683|issue:45542" + "issue:43479|issue:43525" ], - "prepared_review_unit_hash": "233ebbe259c7871206ae2dc47605c5fa45e3f9268b526d8981772100c34d94b9", + "prepared_review_unit_hash": "c0ae01ce820f362e3f05338193b8496641cc9bb7b31a9ab211e514f17123ae29", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36067, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "soft_pair_count": 31, + "serialized_chars": 36467, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers regressions and docs/config issues, with only superficial overlap around model loading, v5 breakages, and multimodal/model-family regressions. None of the proposed soft pairs look like the same concrete bug or change.", - "confidence": 0.85, - "canonical_issue_reason": "issue:45020 is the best umbrella issue here: it is open, broad, and centered on recent v5 remote_code/model-loading breakages that overlap conceptually with several other reports, even though it is not a duplicate of them.", + "summary": "This cluster is mostly a grab bag of distinct Transformers bug reports, with some superficial similarity around model-loading regressions and config handling. I would not merge any of the soft-edge pairs; they point to different concrete code paths or even different artifact types (docs, tests, notebooks).", + "confidence": 0.84, + "canonical_issue_reason": "issue:45020 is the broadest umbrella here: it is open, recent, and centered on a class of `remote_code`/model-loading regressions that overlaps several other reports more than any narrow model-specific issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest standalone triage target because it is the broadest, still-open regression report and can serve as the nearest cluster representative.", + "best_issue_reason": "issue:45020 is the best cluster anchor because it is the most general, still-active issue and can reasonably absorb related loader regressions without overfitting to one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "`trust_remote_code` missing fields in AutoConfig vs unrecognized model/config type; different config-loading failure modes." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` vs trust_remote_code cache-path collision; unrelated symptoms and fixes." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale `num_return_sequences` warning vs empty-transcription failure after token alignment; different generation bugs." + }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Different bugs: pipeline processor lookup vs a notebook syntax error." + "reason": "Video-classification image-processor lookup vs notebook syntax error; not the same underlying problem." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Both are model-loading related, but one is Phi-4 multimodal loading and the other is stale auto_mappings entries for Sam3LiteText." + "reason": "Phi-4 multimodal load failure vs CI break from removed Sam3LiteText config references; distinct code paths." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Unrelated code paths: metric gathering vs auxiliary loss normalization." + "reason": "Processor/tokenizer regression vs `resize_token_embeddings` not updating `decoder.embed_tokens`; different model logic." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Both are regressions, but one is processor/tokenizer image handling and the other is resize_token_embeddings not updating decoder embeddings." + "reason": "Metric gathering drops tuple labels vs auxiliary-loss normalization; unrelated training/eval bugs." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale device override test vs a model loading failure; not the same bug." + "reason": "Stale GraniteSpeech CI test vs Phi-4 multimodal loading issue; different artifacts and fixes." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Same model family, but different failures: saving dequantized models vs FlashAttention loading." + "reason": "Dequantized save failure vs FlashAttention load failure; different model-specific breakages." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Different issues: unrecognized model config vs PIL image processors wrongly requiring torchvision." + "reason": "Unrecognized model/config error vs PIL backend incorrectly requiring torchvision; separate subsystems." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Both are multimodal model-load issues, but they affect different models and failure modes." + "reason": "Generation cache missing in chunked prefill vs ANSI codes in loading report; unrelated functionality." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Generation cache handling and ANSI output formatting are unrelated." + "reason": "Both are model-load failures, but for different models and root causes; not mergeable as one bug." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error vs feature extraction bug; no shared code path." + "reason": "Notebook syntax error vs `_torch_extract_fbank_features()` issue; different domains entirely." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "TensorFlow missing from `.[torch]` install vs vague dependency issue; not the same concrete dependency bug." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen3.5/Qwen3VL, but one is loading failure and the other is incorrect save_pretrained output." + "reason": "Qwen3VL load failure vs Qwen3.5 save_pretrained regression; same family, but different phase and code path." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Different subsystems: MoE sliding-window behavior vs auto_mappings stale config references." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "Packaging/backend dependency problem vs a generic dependency issue; too broad and not the same defect." + "reason": "Qwen3-MoE sliding-window bug vs Sam3LiteText auto-mapping CI break; unrelated issues." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BEiT label reduction bug is unrelated to TextClassificationPipeline docs behavior." + "reason": "BeitImageProcessorFast label reduction bug vs TextClassificationPipeline docs mismatch; runtime bug vs documentation." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Both are model/runtime regressions, but one is embedding resizing and the other is Whisper empty-transcription generation." + "reason": "Embedding resize bug vs Whisper empty transcription after align_special_tokens; unrelated model behaviors." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD arguments being ignored is not the same as a tie_word_embeddings warning." + "reason": "SGD args ignored vs Qwen3.5 tie_word_embeddings warning; different problems." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Gradient checkpointing eval-mode restriction vs D-FINE auxiliary-loss omission; different training behaviors." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Same model family, but different save/load regressions and different versions." + "reason": "Both are Qwen3.5-related, but one is loading and the other is save_pretrained serialization; different bugs." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both are composite-config/model-selection problems, but one is missing model_type resolution and the other is unwrapping text_config in from_config." + "reason": "Unrecognized model/config error vs missing `text_config` unwrap in `from_config`; related area, but distinct failures." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs for return_all_scores vs a model config import/load error; not the same issue." + "reason": "Docs mention `return_all_scores` vs model/config loading error; unrelated docs vs runtime bug." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Pipeline processor lookup issue is unrelated to remote_code model-loading regressions." + "reason": "Video-classification processor lookup bug is unrelated to the broad remote_code regression reports." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss routing bug vs mm_token_type_ids defaults; different model logic." + "reason": "MoE load-balancing loss bug vs Gemma 4 multimodal token-id defaulting; different models and code paths." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained are separate regressions." + "reason": "BLIP-2 dtype propagation bug vs Qwen3.5 save_pretrained regression; unrelated." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword conflict; no shared root cause." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Python-version compatibility issue vs an unreleased peft version bump." + "reason": "Notebook syntax error vs `AddedToken()` argument conflict; not the same bug." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Both are import problems after upgrade, but one is HybridCache specifically and the other is a broad migration report." + "reason": "HybridCache import failure vs many import errors after upgrade; different specific regressions." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Different missing imports from different modules; not the same symbol or code path." + "reason": "Python version support mismatch vs PEFT minimum-version bump; both dependency-related but not one bug." }, { "left": "issue:43388", "right": "issue:43827", "accept": false, - "reason": "Metric label dropping and pipeline documentation mismatch are unrelated." + "reason": "Metric label dropping vs docs still referencing removed `pipeline()`; unrelated problem classes." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different model/config issues: default multimodal subconfigs vs missing pad_token_id attribute." - }, - { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "Compiled flex_attention on torch 2.9 and TensorBoard/TensorFlow backend installation are unrelated." + "reason": "Phi-4 multimodal default-config bug vs Llama4Config missing `pad_token_id`; separate config classes and failures." } ] }, @@ -9545,7 +9660,6 @@ "issue:41950", "issue:42994", "issue:43065", - "issue:43122", "issue:43295", "issue:43299", "issue:43317", @@ -9555,10 +9669,10 @@ "issue:43653", "issue:43723", "issue:43784", + "issue:43824", "issue:43854", "issue:43901", "issue:43976", - "issue:43994", "issue:44162", "issue:44261", "issue:44263", @@ -9575,6 +9689,7 @@ "issue:44749", "issue:44779", "issue:44898", + "issue:44933", "issue:44987", "issue:45081", "issue:45276", @@ -9588,7 +9703,9 @@ "issue:45712" ], "soft_pairs": [ + "issue:43824|issue:44933", "issue:44462|issue:45081", + "issue:44683|issue:45542", "issue:44279|issue:45405", "issue:32090|issue:35141", "issue:43299|issue:43854", @@ -9604,236 +9721,234 @@ "issue:45600|issue:45712", "issue:43450|issue:44279", "issue:42994|issue:43317", - "issue:43065|issue:44898", "issue:44466|issue:45276", + "issue:43065|issue:44898", "issue:44261|issue:44263", - "issue:43441|issue:44683", "issue:43650|issue:45290", + "issue:43441|issue:44683", "issue:44623|issue:45397", "issue:43723|issue:44162", "issue:44623|issue:44749", - "issue:43784|issue:45542", "issue:44671|issue:44779", + "issue:43784|issue:45542", "issue:43653|issue:45593", "issue:44987|issue:45542", - "issue:43122|issue:43650", - "issue:43901|issue:43994", "issue:44361|issue:45593" ], - "prepared_review_unit_hash": "f56484c93fba19015b11bb7e61369d9f64aa4e5966556d59be060c09a6075fb6", + "prepared_review_unit_hash": "b98feeb6daeb0977ad57edc85ac51d475173a3ac64c5d4b77f98a394b367762f", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36954, - "estimated_input_tokens": 9239, - "estimated_eval_tokens": 18734 + "serialized_chars": 36931, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: tokenizer-loading regressions, multimodal processor bugs, quantization/offload issues, attention backend failures, and CI/doc cleanup. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", - "confidence": 0.38, - "canonical_issue_reason": "Issue 44462 is the clearest, most self-contained bug report in the set: it describes a specific AutoTokenizer regression with a concrete failure mode (ignoring repository tokenizer.json).", + "summary": "This cluster is mostly a grab-bag of unrelated issues with only superficial overlap (tokenizers, multimodal models, CI, quantization, embeddings). I did not find any soft pair that clearly describes the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44462 is the broadest tokenizer-loading regression in the set and sits closest to several tokenizer-related reports, so it is the best representative issue for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the best representative issue because it is concrete, actionable, and narrower than the broader tokenizer/loading complaints elsewhere in the cluster.", + "best_issue_reason": "issue:44462 is the most central and reusable problem statement here: a generic AutoTokenizer/tokenizer.json loading failure in v5, which is closer to the shared tokenizer theme than the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing/imported symbols in different modules and do not indicate the same code-path bug." + }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json while the other is a Mistral regex patch crash; different code paths and failures." + "reason": "Tokenizer loading in general vs a specific Mistral regex patch crash; different failure modes and fixes." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled attention on newer torch versions vs TensorBoard/TensorFlow backend installation; unrelated problems." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Both are dependency-related, but one is a generic transformers dependency issue and the other is a PEFT version pin bump; not the same bug." + "reason": "A vague dependency issue is not the same as bumping MIN_PEFT_VERSION; no shared concrete bug." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast TypeError and token embedding reinitialization are unrelated model/training bugs." + "reason": "Trainer GPU broadcast TypeError vs embedding reinitialization after resize; different subsystems and symptoms." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both mention GLM-4.7 loading, but one is a Moe model load breakage and the other is a Flash variant unit-test issue; not enough evidence of the same root cause." + "reason": "Different model-loading regressions affecting different model families and code paths." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related regressions, but one is processor.tokenizer/image-passing breakage and the other is Deepseek tokenization drift; different behaviors and likely different fixes." + "reason": "Processor/tokenizer API regression vs Deepseek tokenizer output regression; both tokenizer-adjacent but not the same bug." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "One is a SigLIP2 docs example with model/processor mismatch and quantization failure; the other is a docs mismatch for return_all_scores." + "reason": "Documentation/example errors for SigLIP2 vs a docs mismatch for TextClassificationPipeline; unrelated issues." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch differs from AutoTokenizer ignoring tokenizer.json on load; save-side vs load-side problems." + "reason": "Tokenizer class metadata written by save_pretrained vs AutoTokenizer ignoring tokenizer.json on load; related area but distinct bugs." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and Sam3Video OOM are unrelated inference bugs." + "reason": "Unexpected probabilities in SigLIP2 vs Sam3Video OOM; unrelated model/runtime failures." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Video-classification pipeline processor lookup and an unrelated missing-data issue are not the same underlying bug." + "reason": "Video-classification processor bug vs a non-informative issue title; no shared underlying defect." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version compatibility and a dependency issue with transformers are different failure modes." + "reason": "Python version compatibility regression vs a generic dependency issue; not the same problem." }, { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is repository tokenizer.json selection and the other is incorrect Deepseek tokenization; not the same concrete bug." + "reason": "Both are tokenizer-related, but one is about repository tokenizer.json being ignored while the other is a model-specific correctness regression; not the same fix." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal/VL issues, but assistant_mask generation and RoPE temporal indexing are separate code paths." + "reason": "Chat-template assistant masks for multimodal inputs vs Qwen2.5-VL rope position scaling; different multimodal bugs." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python support breakage and a model-loading failure for physical-intelligence/fast are unrelated." + "reason": "Python/dependency compatibility vs loading a specific model under transformers>=5.1.0; different root causes." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo maintenance/CI issues, but one is stale auto_mappings references and the other is leftover dummy classes." + "reason": "Both involve repository-maintenance/cleanup, but they affect different files and failure modes, so they are not the same change." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batch shape handling has nothing to do with the dependency issue in transformers." + "reason": "Video processor batch-shape bug vs an unrelated dependency complaint." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving and dequantized model loading with device_map=auto are distinct quantization/offload bugs." + "reason": "Quantized model saving failure vs dequantized model loading with gpu/cpu offload; both quantization-related but different code paths." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default-resolution failure are unrelated model implementation issues." + "reason": "Both touch embedding/weight handling, but one is inconsistent serialization while the other is resize_token_embeddings not updating Gemma4 outputs; not the same defect." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "Both touch embeddings/weights, but one is serialization of tied weights by device and the other is resize_token_embeddings not propagating to Gemma4 outputs." + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs Perceiver non-default resolution failure; unrelated." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different GLM/Moe model bugs: one is a missing rms_norm_eps precision issue, the other is torch.split return handling." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm vs torch.split return handling in GlmMoeDsaIndexer; unrelated implementation bugs." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:43650", + "right": "issue:45290", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and compiled flex_attention failure on torch>=2.9 are different attention backends and different breakages." + "reason": "A vague data-related issue vs chat-template crashes on tool-call assistant messages; no shared underlying bug." }, { - "left": "issue:43650", - "right": "issue:45290", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Missing data and chat-template crashes with tool-call assistant messages are unrelated." + "reason": "Ministral FlashAttention failure vs flex_attention failure on torch>=2.9; both attention-related but distinct concrete incompatibilities." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "processor.save_pretrained missing files is a save/export bug; gemma-4 zero3 from_pretrained is a loading bug." + "reason": "Missing files in processor.save_pretrained vs gemma-4 zero3 from_pretrained; different save/load paths and failure modes." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Both are loading regressions, but one is AutoTokenizer.from_pretrained in v5 and the other is ESM2 being broken; no concrete shared root cause." + "reason": "AutoTokenizer loading in v5 vs ESM2 being broken; the titles point to different model families and problems." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing processor save files and slow filtering after upgrade are unrelated." + "reason": "processor.save_pretrained file omission vs slow filtering after upgrading transformers; unrelated." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Missing nn import in sentence-transformers and undefined tf backend when only tensorboard is installed are different dependency/import problems." + "reason": "CamemBERT masked-LM prediction regression vs Deepseek tokenizer regression; different models and code paths." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "CamemBERT masked LM prediction regression and Deepseek tokenizer regression are separate model-specific issues." + "reason": "Sentence-transformers import NameError vs TensorBoard/TensorFlow backend selection; unrelated." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token CI failure and D-FINE auxiliary-loss behavior are unrelated." + "reason": "BigBirdTokenizer special-token registration bug vs D-FINE auxiliary loss behavior; not the same bug." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model loading failure and TensorFlow backend/import issue do not describe the same bug." - }, - { - "left": "issue:43122", - "right": "issue:43650", - "accept": false, - "reason": "Tokenizer behavior change across versions and a missing-data issue are unrelated." - }, - { - "left": "issue:43901", - "right": "issue:43994", - "accept": false, - "reason": "Docs mismatch for return_all_scores and incorrect SigLIP2 model/pipeline outputs are not the same issue." + "reason": "Model-loading failure in transformers>=5.1.0 vs backend installation issue; unrelated." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss omission are unrelated." + "reason": "MLukeTokenizer AttributeError vs D-FINE loss behavior; unrelated code paths." } ] }, @@ -9864,18 +9979,21 @@ "issue:41950", "issue:42491", "issue:42757", + "issue:43122", "issue:43262", - "issue:43295", "issue:43299", "issue:43352", + "issue:43450", "issue:43475", "issue:43525", + "issue:43650", "issue:43673", "issue:43761", "issue:43824", "issue:43881", "issue:43901", "issue:43976", + "issue:43994", "issue:44016", "issue:44188", "issue:44220", @@ -9895,9 +10013,6 @@ "issue:44589", "issue:44617", "issue:44661", - "issue:44857", - "issue:44871", - "issue:44964", "issue:45250", "issue:45356", "issue:45362", @@ -9907,245 +10022,238 @@ "issue:45759" ], "soft_pairs": [ + "issue:43122|issue:43650", + "issue:43901|issue:43994", "issue:44016|issue:44291", + "issue:44297|issue:45397", "issue:43262|issue:44521", "issue:43475|issue:44016", - "issue:44297|issue:45397", - "issue:43673|issue:43761", "issue:44188|issue:44336", + "issue:43673|issue:43761", "issue:43525|issue:45759", "issue:43525|issue:43881", + "issue:43450|issue:44617", "issue:44589|issue:45362", - "issue:43295|issue:44617", - "issue:42491|issue:43299", - "issue:41628|issue:43976", "issue:43901|issue:44246", + "issue:41628|issue:43976", + "issue:42491|issue:43299", "issue:44336|issue:44373", - "issue:43352|issue:45250", "issue:16998|issue:22355", "issue:44242|issue:45593", + "issue:43352|issue:45250", "issue:44295|issue:45397", "issue:44661|issue:45542", "issue:44246|issue:44496", "issue:41950|issue:44220", "issue:44462|issue:45356", - "issue:36246|issue:42757", "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:43824|issue:43976" ], - "prepared_review_unit_hash": "b57794172e0b4d3a51e910b5d58b8c5cb2485d0c64d8ca5b6db37751b726f094", + "prepared_review_unit_hash": "426997d16e26b55de8a6e949561684b80a9325e83947d689e1ef2bb71b5d6d97", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36531, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "soft_pair_count": 29, + "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": "These items are mostly unrelated Transformers issues spanning imports, model loading, tokenizers, pipelines, and docs. None of the soft-edge pairs look like the same underlying bug/change, so no merges are justified.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43824 is the strongest representative anchor here: it is a high-visibility user-facing import regression with the most inbound references among the listed issues, and it fits the recurring multimodal/import-broken theme better than the others.", + "summary": "This cluster is very loose: most items are unrelated Transformers bugs/regressions that only share broad themes like imports, chat templates, or model-loading failures. I do not see any soft pair that clearly describes the same underlying bug/change, so I would reject all candidate duplicate edges. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43824 is the most central and well-referenced concrete bug in the set, and it sits closest to the small import-regression theme shared by a few other issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best single issue to represent this cluster because it has the clearest external impact and strongest linkage signals (discussion/inbound references) while still being a concrete Transformers regression.", + "best_issue_reason": "issue:43824 is the best representative issue because it is specific, reproducible, and has the strongest discussion/inbound-reference signal among the loosely related items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Different problems: tokenizer output regression vs a vague data-related issue; no shared code path." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for a pipeline option vs incorrect model/pipeline outputs for SigLIP; same area, different bug." + }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs. init_empty_weights loading TypeError; different failure modes and code paths." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class metadata bug vs gemma-4 ZeRO-3 loading failure; not the same defect." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template/multimodal processing, but one is about audio sampling-rate defaults and the other about assistant mask generation; not the same bug." + "reason": "Both touch chat templates, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." }, { "left": "issue:43475", "right": "issue:44016", "accept": false, - "reason": "SAM3 Video attribute error and notebook syntax error are unrelated." + "reason": "SAM3 video encoder attribute error is unrelated to a notebook syntax issue." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs. Gemma-4 ZeRO-3 from_pretrained failure; different underlying issues." + "reason": "Attention-kernel divergence on torch.compile is unrelated to ANSI codes in loading_report." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked_prefill cache regression and CLIPVisionModel hidden_states regression are separate model-path bugs." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI output in loading_report." + "reason": "Cache handling regression and CLIP vision hidden_states regression affect different code paths." }, { "left": "issue:43525", "right": "issue:45759", "accept": false, - "reason": "Llama4 pad_token_id attribute issue and Qwen multimodal text_config unwrapping are different config-loading defects." + "reason": "Both are config/model-loading related, but one is missing pad_token_id on Llama4Config and the other is failure to unwrap text_config for composite Qwen configs." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Both are model loading problems, but the missing pad_token_id and glm-4v loading failure are not the same code-path bug." + "reason": "Different model-loading failures with no clear shared root cause." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "Float8 storage lookup error is unrelated to Qwen3.5 chat crash." + "reason": "Video processor shape bug vs SAM3Video OOM; not the same bug." }, { - "left": "issue:43295", - "right": "issue:44617", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Processor/tokenizer regression vs. SAM3 Video OOM; no shared underlying bug." + "reason": "Float8 storage deserialization error and Qwen3.5 chat crash are distinct failures." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Both mention Qwen3 MoE/version compatibility, but one is a LoRA reuse problem and the other is a model-loading regression; too different to merge." + "reason": "Pipeline docs issue vs slow import performance; no duplicate relationship." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to Python version support breakage." + "reason": "Missing export/import error and Python-version compatibility issue are not the same defect." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline is unrelated to slow import performance." + "reason": "Both mention Qwen3 MoE, but one is a hf4.x-to-hf5.x LoRA compatibility problem and the other is a Qwen3VL loading regression; too different to merge." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI code emission in loading_report and position_ids docstring are unrelated." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "Specific Nemotron Flash Attention 2.0 support gap vs. a broad Flash Attention 2.0 issue; not the same concrete bug." + "reason": "ANSI escape-code bug in loading_report is unrelated to a position_ids docstring issue." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length question for DeBERTa-V3 is unrelated to missing transformers.onnx module import." + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern missing losses, but they are different loss terms in different models and triggered by different flags." + "reason": "Auxiliary-loss omission in MoE routing and D-FINE denoising-off losses are different model-specific bugs." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "The latter is too generic to prove it is the same Flash Attention 2.0 issue; no concrete shared code-path evidence." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Buffer/position_ids access error is unrelated to Gemma-4 ZeRO-3 loading." + "reason": "Position_ids buffer access bug and gemma-4 ZeRO-3 loading failure are unrelated." }, { "left": "issue:44661", "right": "issue:45542", "accept": false, - "reason": "Tokenizer mapping failure and missing TensorFlow backend handling are unrelated." + "reason": "Tokenizer-mapping name bug and undefined TensorFlow backend due to tensorboard-only install are unrelated." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Slow import and unrecognized model_type are distinct problems." + "reason": "Import slowdown and unrecognized model/config loading failure do not describe the same underlying bug." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline using image processors and fbank feature extraction are different processing bugs." + "reason": "Video-classification image-processor lookup and fbank feature extraction are different subsystems and failures." }, { "left": "issue:44462", "right": "issue:45356", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Kimi-K2.5 codec handling regression are both tokenizer-related, but not the same underlying defect." + "reason": "Tokenizer.json selection issue and Kimi-K2.5 codec/regression warning are distinct tokenizer bugs." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor import and missing is_offline_mode import from huggingface_hub are unrelated import errors." + "reason": "Loading-report ANSI formatting and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Loading-report ANSI codes are unrelated to GLM-5 RoPE implementation discussion." + "reason": "Both are import errors, but they concern different missing symbols from different packages/models." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import/export problems, but they expose different missing symbols from different modules and do not look like one fix." + "reason": "Different missing exports: Qwen2_5_VLImageProcessor vs HybridCache." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache regression and removal of is_torch_fx_available are separate compatibility problems." + "reason": "Cache regression in generation and removal of is_torch_fx_available breaking trust_remote_code are separate compatibility issues." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Qwen2.5 VL import failure and Python-version incompatibility are different root causes." - }, - { - "left": "issue:43976", - "right": "issue:44964", - "accept": false, - "reason": "Python support issue and Phi-4 multimodal loading failure are not the same bug." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Slow import performance and Gemma-3 eos_token_id inconsistency are unrelated." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "Load-balancing loss omission and LwDetrImageLoss AMP crash are distinct training bugs." + "reason": "ImportError for a Qwen2.5 VL class and Python-version incompatibility are not the same bug." } ] }, @@ -10185,22 +10293,24 @@ "issue:43596", "issue:43653", "issue:43901", - "issue:44060", - "issue:44077", + "issue:43976", "issue:44162", + "issue:44242", "issue:44246", "issue:44295", "issue:44336", - "issue:44368", "issue:44466", "issue:44496", "issue:44749", "issue:44779", + "issue:44857", + "issue:44871", "issue:44877", - "issue:44977", + "issue:44964", "issue:44987", "issue:44995", "issue:45003", + "issue:45081", "issue:45137", "issue:45200", "issue:45229", @@ -10208,19 +10318,20 @@ "issue:45335", "issue:45362", "issue:45375", - "issue:45397", "issue:45459", "issue:45561", "issue:45563", "issue:45584", "issue:45588", - "issue:45656", "issue:45701", "issue:45759" ], "soft_pairs": [ - "issue:45362|issue:45375", + "issue:43976|issue:44964", + "issue:44246|issue:44871", + "issue:44242|issue:44857", "issue:44162|issue:45200", + "issue:45081|issue:45362", "issue:44295|issue:44749", "issue:44779|issue:45292", "issue:43441|issue:43540", @@ -10228,243 +10339,233 @@ "issue:44877|issue:45375", "issue:36246|issue:43596", "issue:44987|issue:45459", - "issue:41628|issue:41950", "issue:45292|issue:45701", + "issue:41628|issue:41950", "issue:44779|issue:45701", "issue:43901|issue:45003", "issue:45561|issue:45563", - "issue:45375|issue:45759", "issue:43232|issue:44336", "issue:43065|issue:43408", - "issue:43257|issue:45137", + "issue:45375|issue:45759", "issue:43526|issue:45003", - "issue:44995|issue:45200", + "issue:43257|issue:45137", "issue:44496|issue:45003", + "issue:44995|issue:45200", "issue:43262|issue:44246", - "issue:42886|issue:45229", "issue:43475|issue:43540", + "issue:42886|issue:45229", "issue:44466|issue:45335", "issue:44995|issue:45588", - "issue:43653|issue:44162", - "issue:44368|issue:45563", - "issue:45397|issue:45656", - "issue:44368|issue:44977", - "issue:44060|issue:44077" + "issue:43653|issue:44162" ], - "prepared_review_unit_hash": "3db959fa3a15c6dd8f3baa1e66134fffa095bdec5d98cdb5b6b491e37d6b3aac", + "prepared_review_unit_hash": "d06130180abecc35930c7a1febc2fb9956661662fad5f1b15a2447e3396dc147", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37099, - "estimated_input_tokens": 9275, - "estimated_eval_tokens": 18806 + "soft_pair_count": 30, + "serialized_chars": 36874, + "estimated_input_tokens": 9219, + "estimated_eval_tokens": 18694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are model- or subsystem-specific regressions (tokenizers, config loading, generation, DeepSpeed, SAM, Gemma/Qwen), not true duplicates. I did not find any soft-edge pair that looks like the same underlying bug/change.", - "confidence": 0.35, - "canonical_issue_reason": "issue:45003 is the most central/core-library bug in the set and the broadest implementation-level regression, so it is the best single anchor despite the cluster being quite mixed.", + "summary": "Most items are unrelated Transformer bugs or regressions. The only clear duplicate pair is the resize_token_embeddings propagation bug: the generic output_embeddings report and the T5Gemma decoder.embed_tokens report. No PRs were provided.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45292 is the broader, more generic report about resize_token_embeddings not updating output embeddings, and it likely subsumes the T5Gemma-specific manifestation.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the least model-specific and most likely to generalize across several loading/import-related regressions; none of the other issues cleanly covers the whole cluster.", + "best_issue_reason": "issue:45292 is the strongest canonical anchor because it is model-agnostic, clearly reproducible, and matches the one accepted duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45362", - "right": "issue:45375", + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: Python version compatibility/regression vs a specific model loading error." + }, + { + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Different failures: a Qwen3.5 chat crash vs a missing config field in Qwen3_5MoeVisionConfig." + "reason": "Import slowdown and Gemma eos_token_id inconsistency are unrelated bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss logic vs float16 CUDA crash in a different loss path." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "Unrelated models and bugs: ESM2 is broken broadly, while this is a Gemma4 multimodal fine-tuning default-value issue." + "reason": "ESM2 breakage and Gemma 4 multimodal token defaults are different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Tokenizer regex patch crash vs Qwen3.5 chat crash; not the same bug." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "One is a position_ids buffer access error; the other is a performance regression after upgrading Transformers." + "reason": "Buffer access IndexError and tokenizer performance regression are unrelated." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness in DeepSeek v5 is not the same bug as resize_token_embeddings failing to update output embeddings." + "reason": "DeepSeek tokenization correctness vs token embedding resize propagation are different issues." }, { "left": "issue:43441", "right": "issue:43540", "accept": false, - "reason": "Different code paths and models: FlashAttention on Ministral-3 vs video-input processing in Qwen3OmniMoe." + "reason": "FlashAttention failure for Ministral and video-input handling failure for Qwen3OmniMoe are unrelated." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings behavior is unrelated to Whisper failing on empty transcription after align_special_tokens." + "reason": "Embedding resizing bug and Whisper empty transcription after align_special_tokens are different problems." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both mention config handling, but they describe different strictness problems on different model families." + "reason": "Both involve config strictness, but they describe opposite symptoms on different model families." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "An import-name error for Qwen2.5 VL is unrelated to the DeepSpeed ZeRO3 BertModel IndexError." + "reason": "ImportError for a Qwen image processor is unrelated to a DeepSpeed ZeRO3/BERT index error." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading a model fails for one reason; the other is about protobuf decode-error handling masking tokenizer errors." + "reason": "Model loading regression and protobuf error masking are not the same underlying bug." }, { - "left": "issue:41628", - "right": "issue:41950", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Both involve image processors, but one is an import error and the other is a pipeline choosing the wrong processor type." + "reason": "Token embedding resize propagation is unrelated to version-dependent tokenization changes." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:41628", + "right": "issue:41950", "accept": false, - "reason": "Resize-token-embeddings/output-embeddings mismatch is not the same as a general tokenization-change regression." + "reason": "Shared image-processor area, but one is an import/export issue and the other is a pipeline behavior bug." }, { "left": "issue:44779", "right": "issue:45701", "accept": false, - "reason": "A specific DeepSeek tokenizer bug is not the same underlying issue as a broad version-dependent tokenization change." + "reason": "Both touch tokenization, but the symptoms and fix surfaces differ." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch for text classification does not share the same root cause as unsafe sys.modules access." + "reason": "Documentation mismatch and unsafe sys.modules access are unrelated." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race is unrelated to a stale generation warning for num_return_sequences." - }, - { - "left": "issue:45375", - "right": "issue:45759", - "accept": false, - "reason": "Both are Qwen multimodal/config issues, but one is a missing strict-config field and the other is AutoModelForCausalLM.from_config unwrapping text_config." + "reason": "pytest-xdist file race and stale num_return_sequences warning are unrelated." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs after sync_gpus has nothing to do with ANSI codes emitted by loading_report." + "reason": "Generation kwargs handling and ANSI output in loading_report are separate concerns." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Different SAM3 issues: a dummy Conv2d implementation vs a model-type mismatch warning." + "reason": "Both are SAM3-related, but one is a dummy layer concern and the other is a model-type/config mismatch." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque IndexError." + "reason": "Both involve composite Qwen configs, but one is strict-field dropping and the other is text_config unwrapping." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to sys.modules access in modeling_utils." + "reason": "BeitImageProcessorFast label reduction bug and sys.modules access bug are unrelated." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Different models and symptoms: GlmMoeDsa stale cache crash vs Gemma4 mm_token_type_ids defaulting." + "reason": "Both involve DeepSpeed, but the failure modes and code paths are different." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config.json handling is a different loading-path issue than unsafe sys.modules access." + "reason": "Unrecognized model/config loading and sys.modules access are not the same issue." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Audio chat-template sampling-rate defaults are unrelated to intermittent import latency." + "reason": "Stale cache crash on second forward pass is unrelated to token-id defaults." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Offline cache loading for tokenizers is not the same as a Gemma4 multi-GPU CUDA OOM." + "reason": "Audio sampling-rate default bug and MoE load-balancing loss bug are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different models and failure modes: missing fpn_position_embeddings vs video input ValueError." + "reason": "SAM3 VisionEncoderOutput attribute error and Qwen3OmniMoe video processing error are different bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading and CUDA OOM are unrelated." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both touch embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Tied-weight serialization inconsistency is different from resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "A stale indexer-cache crash is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "GlmMoeDsa stale cache crash and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration is a tokenizer-specific bug, not the same as the broad ESM2 breakage." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "These are both warnings, but they refer to different warnings in different code paths." - }, - { - "left": "issue:45397", - "right": "issue:45656", - "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained and a double optimizer-step bug with DeepSpeed are distinct problems." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "A tie_word_embeddings warning is not the same as Qwen3.5 flash-attention generation failure." - }, - { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "Qwen3-Next tied-weights warning is unrelated to patchtsmixer post_init policy enforcement." + "reason": "Tokenizer special-token registration bug and ESM2 model breakage are unrelated." } ] }, @@ -10491,10 +10592,8 @@ "issue:28282", "issue:30990", "issue:41628", - "issue:42222", "issue:42371", "issue:42673", - "issue:42831", "issue:42994", "issue:43232", "issue:43452", @@ -10508,8 +10607,9 @@ "issue:43827", "issue:43931", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", - "issue:44222", "issue:44297", "issue:44361", "issue:44368", @@ -10519,12 +10619,12 @@ "issue:44749", "issue:44869", "issue:44933", + "issue:44977", "issue:45003", "issue:45081", "issue:45092", "issue:45103", "issue:45137", - "issue:45200", "issue:45230", "issue:45310", "issue:45356", @@ -10534,12 +10634,17 @@ "issue:45459", "issue:45478", "issue:45561", + "issue:45563", "issue:45600", "issue:45656" ], "soft_pairs": [ - "issue:43673|issue:44734", + "issue:45397|issue:45656", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:44060|issue:44077", "issue:45137|issue:45600", + "issue:43673|issue:44734", "issue:45003|issue:45561", "issue:43931|issue:44368", "issue:44933|issue:45459", @@ -10548,251 +10653,267 @@ "issue:43646|issue:44162", "issue:44361|issue:44749", "issue:44623|issue:45656", - "issue:43673|issue:43827", "issue:43452|issue:45003", + "issue:43673|issue:43827", "issue:43232|issue:43673", "issue:28282|issue:30990", "issue:42994|issue:43482", + "issue:44749|issue:45656", "issue:44749|issue:45310", "issue:43475|issue:43643", - "issue:44749|issue:45656", "issue:45230|issue:45397", "issue:44038|issue:44623", "issue:42371|issue:45092", "issue:43475|issue:45381", "issue:45081|issue:45103", "issue:41628|issue:44933", - "issue:45375|issue:45478", - "issue:43475|issue:44661", "issue:42994|issue:43525", + "issue:43475|issue:44661", "issue:42673|issue:43704", - "issue:45310|issue:45375", - "issue:42222|issue:45200", - "issue:42831|issue:44222" + "issue:45375|issue:45478", + "issue:45310|issue:45375" ], - "prepared_review_unit_hash": "3a74d9d983dfd98971b913279b83765b084197bd476fbb2c68b6c0d796904c34", + "prepared_review_unit_hash": "1bfede4eaf4018be3002735786c091ec91342ef0a49ba46a9177155662d5b492", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36842, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "soft_pair_count": 33, + "serialized_chars": 37517, + "estimated_input_tokens": 9380, + "estimated_eval_tokens": 19016 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "There are at least two clear duplicate issue pairs in this packet: the Qwen3ForCausalLM VRAM leak reports (issue:42673 / issue:43704) and the Qwen3.5 Moe from_pretrained reports with identical titles (issue:45310 / issue:45478). The remaining soft-edge pairs are broad subsystem similarities, not the same concrete bug.", - "confidence": 0.94, - "canonical_issue_reason": "issue:42673 is the best canonical issue overall: it is the more detailed Qwen3ForCausalLM VRAM leak report with stronger discussion signal, and issue:43704 is an exact duplicate; issue:45310/45478 is a separate identical-title duplicate pair.", + "summary": "Most pairs are only loosely related by model family or subsystem and should stay separate. Two clear duplicate groups stand out: Qwen3ForCausalLM VRAM leak (42673/43704) and Qwen3.5 MoE from_pretrained error (45310/45478).", + "confidence": 0.93, + "canonical_issue_reason": "Issue 42673 is the best canonical anchor: it is a concrete, well-scoped bug report with strong exact-duplicate evidence from 43704, and it has the richer discussion/activity of the pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest issue candidate overall because it is specific, reproducible, and clearly duplicated by issue:43704, with more discussion than the later copy.", + "best_issue_reason": "Issue 42673 is the strongest overall representative in this set because it is a clear, actionable bug with an exact duplicate and minimal ambiguity.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Both involve generation/cache internals, but the failures are different: chunked-prefill cache handling vs serve response tensor indexing." + "reason": "Different problems: Zero3 from_pretrained failure vs optimizer stepping twice in DeepSpeed." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings in generation/fine-tuning, but the symptoms and code paths are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3.5 tie_word_embeddings warning is not the same as flash-attention generation failure." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated bugs: tied-weights warning in Qwen3-Next vs patchtsmixer post_init behavior." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references are unrelated bugs." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to removed Sam3LiteText auto-mapping references." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both touch generation/cache, but they describe different failures in different paths." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the pytest-xdist capture-file race." + "reason": "sys.modules access safety and pytest-xdist file races are different bugs." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie_word_embeddings warning are different model/config issues." + "reason": "Weight-shape mismatch in Qwen3-VL is unrelated to a tie-word-embeddings warning." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Missing import from image_utils and protobuf error masking are different import/tokenizer problems." + "reason": "Import error from image_utils and protobuf-error masking are different tokenizer/import issues." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer regression are different code paths." + "reason": "Whisper timestamp crash and Kimi-K2.5 tokenizer regression are different code paths." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but one is tokenizer metadata mismatch and the other is processor missing files." + "reason": "Both concern save_pretrained, but tokenizer metadata mismatch and processor missing files are distinct failures." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Generic Transformers v5 custom-init breakage and ESM2-specific breakage are too different in root cause and scope." + "reason": "Custom model initialization breakage and ESM2 breakage are separate issues." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer task AttributeError and a performance regression after upgrade are unrelated." + "reason": "Tokenizer AttributeError on tasks is unrelated to the performance regression after upgrade." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save missing files is unrelated to the optimizer step being called twice under deepspeed." + "reason": "Missing processor save files is unrelated to DeepSpeed optimizer double-step behavior." }, { - "left": "issue:43673", - "right": "issue:43827", + "left": "issue:43452", + "right": "issue:45003", "accept": false, - "reason": "Generation cache bug and docs still referencing pipeline() are unrelated." + "reason": "GGUF/AutoTokenizer loading failure is unrelated to unsafe sys.modules access." }, { - "left": "issue:43452", - "right": "issue:45003", + "left": "issue:43673", + "right": "issue:43827", "accept": false, - "reason": "gguf_file loading breakage and unsafe sys.modules access are different code paths." + "reason": "Cache missing in chunked_prefill is not the same as stale docs referencing removed pipeline()." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both concern generation, but one is sync_gpus state update and the other is chunked_prefill cache handling." + "reason": "Generation kwargs update bug and missing cache in chunked_prefill are different generation issues." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are unrelated." + "reason": "PyTorch ImportError and Sentence Transformers loading stall are unrelated." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different directions of failure." + "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failure." }, { "left": "issue:44749", - "right": "issue:45310", - "accept": false, - "reason": "Performance slowdown after upgrade and Qwen3.5 Moe from_pretrained error are not the same bug." - }, - { - "left": "issue:43475", - "right": "issue:43643", + "right": "issue:45656", "accept": false, - "reason": "SAM3 output attribute error and trust_remote_code config-field loss are unrelated." + "reason": "Filtering slowdown after upgrade and optimizer double-step under DeepSpeed are unrelated." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44749", + "right": "issue:45310", "accept": false, - "reason": "Different crashes in different subsystems; no shared concrete bug." + "reason": "Performance regression in filtering is unrelated to Qwen3.5 MoE from_pretrained errors." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Import-related issues, but in different modules and with different missing symbols." + "reason": "SAM 3 video missing attribute and trust_remote_code config field loss are different bugs." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Same model family, but missing vision config field vs from_pretrained error is not enough to prove the same underlying defect." + "reason": "Generic bug report and gemma-4 Zero3 issue are not enough to identify the same bug." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and processor save missing files are unrelated." + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are unrelated." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API warning and InternVL2 meta-init incompatibility are unrelated." + "reason": "TF32 API settings warning is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different multimodal model bugs: SAM3 attribute missing vs qwen2.5-vl position-id error." + "reason": "SAM3 encoder attribute error and qwen2.5-vl video position ids are different failures." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Repeated pair; still different crashes in different code paths." + "reason": "Mistral regex crash and auto_docstring future-annotations crash are unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Repeated pair; different import failures in different modules." + "reason": "Two different import errors involving different symbols and modules." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Repeated pair; same family but not enough evidence of the same root cause." + "reason": "Quantized saving failure and missing pad_token_id in Llama4Config are unrelated." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM3 attribute error and add-new-model-like tokenizer mapping failure are unrelated." - }, - { - "left": "issue:42994", - "right": "issue:43525", - "accept": false, - "reason": "Quantized save failure and missing pad_token_id on Llama4Config are unrelated." + "reason": "SAM3 video encoder bug and tokenizer-mapping add-new-model-like failure are different concerns." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Identical title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + "reason": "Same exact bug title and same VRAM leak symptom in multi-dataloader-thread use; clear duplicate." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Vitpose breakage and Gemma 4 token-type defaults are unrelated model-specific issues." + "reason": "Both involve Qwen3.5 MoE, but one is a missing config field and the other is a from_pretrained error; not the same concrete bug." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Both are FP8-related, but one is accuracy and the other is save_pretrained behavior; not the same bug." + "reason": "Qwen3.5 MoE from_pretrained error and missing deepstack_visual_indexes are different symptoms and likely different code paths." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title-level bug report about Qwen3.5 MoE from_pretrained failing on transformers>=5.4.0; clear duplicate." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is not fully grounded: besides issue:42673/issue:43704, the packet also contains another highly likely duplicate pair with identical titles, issue:45310 and issue:45478 ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'). That makes 'only one clear duplicate pair' too strong. The rest of the soft-edge calls are mostly conservative, but this missed duplicate is enough to reject." + "accept": true, + "feedback": "The summary is grounded in the packet: both cited duplicate groups have identical titles, and the rest of the pairwise rejections stay conservative by not overclaiming equivalence from shared model families or subsystems alone. No obvious evidence inflation." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -10817,11 +10938,12 @@ "issue:36010", "issue:41628", "issue:42175", + "issue:42222", + "issue:42831", "issue:42898", "issue:42994", "issue:43232", "issue:43278", - "issue:43295", "issue:43377", "issue:43479", "issue:43723", @@ -10836,7 +10958,6 @@ "issue:44188", "issue:44222", "issue:44242", - "issue:44295", "issue:44351", "issue:44373", "issue:44448", @@ -10851,21 +10972,23 @@ "issue:45103", "issue:45125", "issue:45137", + "issue:45200", "issue:45310", "issue:45356", "issue:45405", "issue:45561", "issue:45600", - "issue:45656", "issue:45712" ], "soft_pairs": [ + "issue:42222|issue:45200", "issue:41628|issue:44351", - "issue:44222|issue:45310", + "issue:42831|issue:44222", "issue:42994|issue:44164", + "issue:44222|issue:45310", + "issue:36010|issue:41628", "issue:42175|issue:45712", "issue:43377|issue:44242", - "issue:36010|issue:41628", "issue:44038|issue:45310", "issue:44496|issue:45561", "issue:44964|issue:45137", @@ -10881,238 +11004,236 @@ "issue:44623|issue:45310", "issue:30333|issue:33290", "issue:44734|issue:45103", - "issue:42898|issue:45356", "issue:43723|issue:44568", + "issue:42898|issue:45356", "issue:42898|issue:44779", "issue:44060|issue:45125", "issue:45405|issue:45712", "issue:43874|issue:45092", "issue:42898|issue:44448", "issue:43479|issue:44079", - "issue:44188|issue:44964", - "issue:44295|issue:45656", - "issue:42898|issue:43295" + "issue:44188|issue:44964" ], - "prepared_review_unit_hash": "3a415e477de1a1acb56686e1d729da6011ac47950444056dd8cddccf769e0b17", + "prepared_review_unit_hash": "f0f30ed9a54ba338123bd1b7990d5f53625b47d58b2035b7851c53ac3d290b9b", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37329, - "estimated_input_tokens": 9333, - "estimated_eval_tokens": 18922 + "serialized_chars": 37295, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs are false positives. The items span unrelated failures across tokenizer behavior, import/export breaks, multimodal processors, DeepSpeed/training, packaging, and docs, so there is no single safe duplicate cluster canonical.", - "confidence": 0.93, - "canonical_issue_reason": "No safe canonical issue: the set is heterogeneous and the soft pairs do not describe the same underlying bug.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs across imports, tokenizer behavior, multimodal model loading, quantization/save-pretrained, distributed training, and test/CI infrastructure. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative; the cluster mixes unrelated regressions and maintenance bugs.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failures: vitpose model breakage vs Gemma 4 mm_token_type_ids handling." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; no shared code path is evident." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "One is an accuracy regression with FineGrainedFP8, the other is save_pretrained failure for FP8 MoE models." + }, + { + "left": "issue:42994", + "right": "issue:44164", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols and different API breakages." + "reason": "Both involve serialization, but one is quantized model saving and the other is extra_state handling in save/from_pretrained." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained failure and the other is a from_pretrained error in a specific model family." + "reason": "Different phases and symptoms: FP8 save_pretrained bug vs Qwen3.5 MoE from_pretrained loading error." }, { - "left": "issue:42994", - "right": "issue:44164", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Different serialization problems: quantized model saving vs save/from_pretrained handling of extra_state." + "reason": "Separate import breakages for different APIs: GenerationMixin vs AutoImageProcessor." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging/backend inclusion is unrelated to dummy classes leaking into dir(transformers) and failing repo checks." + "reason": "Packaging/backend dependency issue vs dummy classes leaking into dir/check_repo; unrelated." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask batching bug and MoE load-balancing loss omission are different code paths and symptoms." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "Both are import failures, but they are for different names and unrelated compatibility regressions." + "reason": "MIMI encoder padding-mask behavior is unrelated to MoE load-balancing loss computation." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both touch Qwen/MoE, but they describe different regressions and different failure modes." + "reason": "Different Qwen model/version problems with different failure modes; not the same concrete bug." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model config loading and an xdist file race are entirely unrelated." + "reason": "Unrecognized model config loading vs pytest-xdist file race; entirely different subsystems." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Multimodal model loading and DeepSpeed ZeRO3 deque errors are separate bugs." + "reason": "Phi-4 multimodal loading issue and DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "A captured_info.txt race under xdist is unrelated to auto_mappings referencing removed configs." + "reason": "Test-worker race on captured_info.txt vs stale auto_mappings references; different CI/codegen problems." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS handling." + "reason": "Both are tokenizer regressions, but one concerns clean_up_tokenization_spaces and the other add_special_tokens/BOS-EOS behavior." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "A loading hang in Sentence Transformers is unrelated to embedding reinitialization after resizing." + "reason": "Sentence Transformers loading hang and embedding reinitialization after resize are unrelated bugs." }, { "left": "issue:43901", "right": "issue:45561", "accept": false, - "reason": "Pipeline docs mismatch and an xdist file-race bug do not share the same root cause." + "reason": "Docs mismatch for return_all_scores vs xdist file-race in test utilities; no overlap." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to the Janus image-generation test failure." + "reason": "Generation KV-cache sync bug vs janus image generation test failure; different code paths and symptoms." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Different generation internals: kwargs propagation vs attention-kernel branching under torch.compile." + "reason": "Generation sync_gpus bug and attention-kernel divergence under torch.compile are separate issues." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Runtime kernel divergence is unrelated to a docstring issue about position_ids." + "reason": "Kernel branching bug versus a docstring issue; not the same underlying change." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in evaluation and a ZeRO3 deque IndexError are different bugs." + "reason": "Embedding dtype change in evaluation is unrelated to the DeepSpeed ZeRO3 deque crash." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import errors for different missing symbols in different packages/models." + "reason": "Different missing-import breakages for different packages/models; no shared root cause." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is a different save/load path from the Qwen3.5 MoE from_pretrained error." + "reason": "Processor save_pretrained missing files is a save-path issue, while Qwen3.5 MoE from_pretrained is a load-path/model issue." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed jobs and DeepSpeed Adafactor OOM are unrelated training issues." + "reason": "MLflow reporting on failed training jobs and DeepSpeed OOM with Adafactor are unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Server KV-cache indexing crash and auto_docstring annotation handling are unrelated code paths." + "reason": "Serve KV-cache indexing crash and auto_docstring future-annotations crash are unrelated." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "clean_up_tokenization_spaces behavior changes and Kimi tokenizer codec handling are different tokenizer regressions." + "reason": "AutoTokenizer.from_pretrained loading issue is distinct from add_special_tokens tokenization behavior." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "AutoTokenizer loading regression and BOS/EOS add_special_tokens behavior are distinct tokenizer problems." + "reason": "Tokenizer cleanup flag behavior and Kimi-K2.5 codec/fix_mistral_regex regression are different bugs." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "These are separate tokenizer regressions with different symptoms and root causes." + "reason": "Both affect tokenizers, but the concrete failure modes and model-specific paths differ." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to missing _tp_plan in Qwen3_5Moe." + "reason": "Qwen3-Next tied-weights warning bug is unrelated to missing _tp_plan for tensor parallelism." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A dependency version bump issue is unrelated to leftover dummy classes in the package API." + "reason": "Dependency version bump and leftover dummy classes are unrelated repository-maintenance issues." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "GLM46V processor token counting and old InternVL2 meta-init incompatibility are different multimodal failures." + "reason": "Different multimodal-model incompatibilities: GLM46V image-patch accounting vs InternVL2 meta-init failure." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Tokenizer cleanup behavior and Pegasus v4/v5 output drift are not the same concrete bug." + "reason": "Both mention version regressions, but one is tokenization cleanup and the other is Pegasus output differences." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "One is multimodal config default initialization; the other is ModelOutput None-key assignment." + "reason": "Config default initialization bug and ModelOutput key assignment bug are different abstractions." }, { "left": "issue:44188", "right": "issue:44964", "accept": false, - "reason": "Torch.compile attention-kernel divergence and a multimodal model load failure are unrelated." - }, - { - "left": "issue:44295", - "right": "issue:45656", - "accept": false, - "reason": "Position_ids buffer access and double optimizer.step under DeepSpeed are different training/runtime bugs." - }, - { - "left": "issue:42898", - "right": "issue:43295", - "accept": false, - "reason": "Tokenizer cleanup behavior and processor.tokenizer/image-input regression are separate v5 breakages." + "reason": "Attention-kernel divergence under compile and Phi-4 multimodal loading are unrelated." } ] }, @@ -11148,8 +11269,8 @@ "issue:42175", "issue:42757", "issue:42831", - "issue:42886", - "issue:42994", + "issue:42898", + "issue:43295", "issue:43479", "issue:43644", "issue:43723", @@ -11182,10 +11303,11 @@ "issue:45406", "issue:45459", "issue:45656", - "issue:45712", - "issue:45753" + "issue:45712" ], "soft_pairs": [ + "issue:44295|issue:45656", + "issue:42898|issue:43295", "issue:44933|issue:45712", "issue:42175|issue:44933", "issue:41628|issue:45459", @@ -11203,277 +11325,261 @@ "issue:44297|issue:45310", "issue:28282|issue:30333", "issue:30333|issue:35141", - "issue:44222|issue:44484", "issue:44263|issue:44360", - "issue:44483|issue:45406", + "issue:44222|issue:44484", "issue:43873|issue:44945", + "issue:44483|issue:45406", "issue:44263|issue:45092", "issue:44373|issue:44485", "issue:43479|issue:43644", "issue:44514|issue:45103", "issue:44295|issue:44623", "issue:43723|issue:44871", - "issue:43479|issue:44913", "issue:44261|issue:45092", "issue:45092|issue:45357", + "issue:43479|issue:44913", "issue:30990|issue:38175", "issue:41628|issue:43824", - "issue:22355|issue:28282", - "issue:42886|issue:42994", - "issue:42831|issue:45310", - "issue:44263|issue:44373", - "issue:44945|issue:45753" + "issue:22355|issue:28282" ], - "prepared_review_unit_hash": "30afc7ccacb939c32c4f24100162266eb3e6543730db34d937db7b60297759db", + "prepared_review_unit_hash": "987fbbd1e2e49d14772c2ff8e01506702d43c26595030c4dccead3baab22d800", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38530, - "estimated_input_tokens": 9633, - "estimated_eval_tokens": 19522 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37442, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy: it mixes several unrelated themes (import/export regressions, tokenizer/cache issues, save_pretrained/serialization bugs, training-loop bugs, and model-specific inference regressions). I don\u2019t see any soft pair that clearly describes the same underlying bug/change, so I reject all candidate merges.", - "confidence": 0.88, - "canonical_issue_reason": "issue:41628 is the clearest representative of the cluster\u2019s most recurring user-facing theme: a top-level import/API regression in transformers.", + "summary": "This is not a duplicate cluster: it mixes many unrelated import, packaging, tokenizer, save/load, model-config, serving, and training bugs. The soft links are mostly broad lexical similarity, not the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a good canonical anchor; the cluster spans unrelated regressions across imports, saving/loading, training, and model behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 has a concrete, broadly relevant failure mode and is the most central representative of the import-surface issues in this set.", + "best_issue_reason": "No global best issue: none of these items clearly represents the others, so selecting one would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error and double optimizer step under deepspeed are unrelated bugs." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenization cleanup behavior and processor.tokenizer access are different regression surfaces." + }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both are import-surface problems, but one is a missing/nonexistent symbol and the other is dummy-class leakage; different fixes." + "reason": "Both are import-related, but one is a missing image_utils symbol and the other is dummy class leakage." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend-install coverage vs image_utils import/export regression; not the same bug." + "reason": "Backend extra packaging issue and missing image_utils import are different problems." }, { "left": "issue:41628", "right": "issue:45459", "accept": false, - "reason": "Top-level import failure vs tokenizer/protobuf error handling; unrelated code paths." + "reason": "AutoImageProcessor import failure and tokenizer protobuf error masking are unrelated." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained/MoE issue vs tokenizer_config class mismatch; different serialization bugs." + "reason": "FP8 save_pretrained/moe bug and tokenizer_class mismatch in tokenizer_config are different save-related issues." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility issue vs missing image_utils import; unrelated failures." + "reason": "Python version support problem and missing image_utils import are unrelated." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata bug vs double optimizer-step bug; no shared code path." + "reason": "Tokenizer config mismatch and optimizer step duplication are unrelated." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config default initialization bug vs Whisper decode crash; separate model paths." + "reason": "Phi4 multimodal config defaults and Whisper timestamp decode crash are different code paths." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor argument regression vs auto-docstring annotation crash; unrelated." + "reason": "Unsupported center arg in a feature extractor and auto_docstring annotation crash are unrelated." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issue vs processor.save_pretrained missing files; different symptoms and fixes." + "reason": "FP8 accuracy issue and missing processor.save_pretrained files are different bugs." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both involve saving, but one is FP8/MoE and the other is processor artifact omission." + "reason": "Both mention saving, but one is FP8 MoE serialization and the other is processor artifact omission." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on failed jobs vs Trainer.compute_loss signature break; unrelated training issues." + "reason": "MLflow job-state reporting and CustomTrainer.compute_loss signature mismatch are different training issues." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different dependencies; not the same regression." + "reason": "AutoImageProcessor import failure and huggingface_hub is_offline_mode import error are different missing-import problems." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow job-state reporting vs model-loading regression; no overlap in bug." + "reason": "MLflow reporting and Llama 3.2 model loading regression are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading/cache issue vs flash-attention generation bug; distinct failures." + "reason": "AutoTokenizer loading in v5 and Qwen3.5 flash-attention generation are different model/tokenizer issues." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained error; different paths." + "reason": "Tokenizer_class save mismatch and Qwen3.5 MoE from_pretrained failure are unrelated." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Missing PyTorch dependency error vs MLflow reporting bug; unrelated." + "reason": "Missing torch for AutoModel and MLflow reporting of failed jobs are completely different bugs." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training reporting issue vs embedding reinitialization bug; different subsystems." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 save bug vs question about default shard size; not the same issue." + "reason": "MLflow reporting and output embedding reinitialization are unrelated." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "torch.split return-value bug vs missing ReLU in DSA indexer; different concrete code defects." + "reason": "torch.split return-value issue and missing ReLU in the DSA indexer are different implementation bugs." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "chat/completions request rejection vs processor missing _tokenizer attribute; separate serving bugs." + "reason": "FP8 save_pretrained MoE bug and max_shard_size default discussion are unrelated." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior vs pipeline-parallel output correctness; not the same root cause." + "reason": "Quantization offloading behavior and pipeline-parallelism output errors are different problems." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are unrelated serving bugs." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Indexer tensor-split bug vs meta-init incompatibility for old checkpoints; unrelated." + "reason": "torch.split behavior in an indexer and old InternVL2 meta-init incompatibility are unrelated." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring correction vs RoPE implementation bug; no shared code change." + "reason": "Wrong docstring for position_ids and GLM-5 RoPE implementation are not the same issue." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Phi4 config defaulting bug vs non-persistent buffer corruption; different initialization problems." + "reason": "Phi4 config initialization and junk-filled non-persistent buffers are different bugs." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Batched processor chat-template crash vs auto-docstring annotation crash; unrelated." + "reason": "Batched apply_chat_template crash and auto_docstring future-annotations crash are unrelated." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "position_ids buffer read error vs missing processor save files; distinct serialization/runtime bugs." + "reason": "Position_ids buffer access error and processor.save_pretrained missing files are different save/buffer bugs." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading from cache vs eos_token_id inconsistency; different tokenizer issues." - }, - { - "left": "issue:43479", - "right": "issue:44913", - "accept": false, - "reason": "Different config persistence/defaulting bugs in different model classes." + "reason": "AutoTokenizer loading regression and Gemma eos_token_id inconsistency are different tokenizer/config problems." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA layernorm epsilon precision issue vs checkpoint/meta-init incompatibility; unrelated." + "reason": "Missing rms_norm_eps in q_a_layernorm and InternVL2 meta-init incompatibility are unrelated." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Meta-init incompatibility for old checkpoints vs incorrect visual encoder keys on save; different Qwen3.5 bugs." + "reason": "Old InternVL2 meta-init incompatibility and Qwen3.5 visual-key save bug are different multimodal regressions." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4 multimodal defaults and GPTNeoX rotary_pct reload behavior are unrelated config bugs." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-Transformers loading stall vs SigLIP2 zero-probabilities bug; unrelated model behaviors." + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are different model issues." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and root causes; not mergeable as one fix." + "reason": "AutoImageProcessor import failure and missing Qwen2_5_VLForConditionalGeneration import are different missing-symbol issues." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module vs missing PyTorch backend; different import failures." - }, - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Offline tokenizer cache loading vs quantized model saving failure; separate workflows." - }, - { - "left": "issue:42831", - "right": "issue:45310", - "accept": false, - "reason": "FineGrainedFP8 accuracy regression vs Qwen3.5 MoE from_pretrained error; different defects." - }, - { - "left": "issue:44263", - "right": "issue:44373", - "accept": false, - "reason": "Runtime tensor-split bug vs docstring issue; not the same bug." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline-parallel output error vs infinite-loop generation on a specific image; distinct model inference problems." + "reason": "Missing transformers.onnx module and AutoModel requiring torch are unrelated import errors." } ] }, @@ -11506,12 +11612,12 @@ "issue:42831", "issue:42886", "issue:42907", + "issue:42994", "issue:43066", "issue:43116", "issue:43122", "issue:43232", "issue:43408", - "issue:43452", "issue:43475", "issue:43576", "issue:43723", @@ -11537,23 +11643,28 @@ "issue:44779", "issue:44829", "issue:44945", - "issue:44964", "issue:45200", "issue:45245", "issue:45278", "issue:45290", + "issue:45310", "issue:45593", - "issue:45600" + "issue:45600", + "issue:45753" ], "soft_pairs": [ + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "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:44117|issue:44704", "issue:43232|issue:45593", - "issue:30990|issue:33357", "issue:42371|issue:44263", + "issue:30990|issue:33357", "issue:44704|issue:45290", "issue:43756|issue:44060", "issue:42907|issue:44945", @@ -11564,235 +11675,250 @@ "issue:43723|issue:44442", "issue:43408|issue:43475", "issue:43784|issue:45600", + "issue:44261|issue:44373", + "issue:41628|issue:45278", "issue:43122|issue:44521", "issue:42907|issue:43937", - "issue:41628|issue:45278", - "issue:44261|issue:44373", "issue:44360|issue:44485", "issue:43232|issue:44743", "issue:43116|issue:45200", "issue:44625|issue:44829", "issue:43122|issue:44779", "issue:29127|issue:30990", - "issue:44038|issue:44297", - "issue:42907|issue:44964", - "issue:42907|issue:43452", - "issue:44038|issue:44295" + "issue:44038|issue:44297" ], - "prepared_review_unit_hash": "1b4135094e5be2f7fbf443fa65abc56b6a2c27c250093163bbe9cec01581ab1e", + "prepared_review_unit_hash": "81fc8fbd7ec89e2520aef8d4e649b2adceb2098f1158e07c899d3201d6876f4d", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36416, - "estimated_input_tokens": 9104, - "estimated_eval_tokens": 18464 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37185, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab-bag of unrelated Transformers regressions. I don\u2019t see any soft pair that clearly shares the same concrete bug; most are only loosely similar by subsystem or by being v5 migration issues.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set: a general post-upgrade import regression report that can subsume multiple specific missing-symbol failures.", + "summary": "This cluster is mostly a grab-bag of unrelated transformers issues. There are a few loose v5/import/tokenizer regressions, but none of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for the shared v5 import-regression theme; most other items are narrower or unrelated model/config bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue because it is open-ended, centrally about import breakage after upgrading, and broader than the model-specific or one-off tokenizer reports.", + "best_issue_reason": "issue:45278 is the most representative standalone issue because it summarizes a general post-upgrade import failure pattern rather than a single narrow symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different code paths and different bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3.5 from_pretrained import failure are unrelated symptoms." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A torch.split bug and a wrong docstring are not the same underlying issue." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and an image-triggered infinite loop are distinct failures." + }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different problems: FP8 accuracy regression vs a Qwen3-VL-Moe bug on v5." + "reason": "An FP8 accuracy issue and a Qwen3-VL-Moe bug do not appear to share the same concrete defect." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "One is a specific missing offline-mode import; the other is a broad import-error umbrella, not the same bug." + "reason": "Both involve imports, but one is a specific huggingface_hub symbol error while the other is a broad v5 import regression." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken CLI command vs import-time NameError in a dependency integration." + "reason": "Broken env command and a sentence-transformers import NameError are different failures." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer-path issues." + "reason": "Offline cache loading and wrong tokenizer decoder type are separate tokenizer issues." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping fallback bug vs cached_file kwargs forwarding bug; different code paths." + "reason": "TOKENIZER_MAPPING_NAMES handling and AutoProcessor kwarg forwarding are different from_pretrained paths." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs sync issue vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "Generation kwarg update logic and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Loading hang in sentence-transformers vs MacOS bus error in a CLIP model; not the same failure mode." + "reason": "TF32 settings guidance and a GlmMoeDsaIndexer split issue are unrelated." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "TF32 configuration change vs torch.split return handling in a model indexer." + "reason": "Both are loading problems, but they affect different models and different failure modes." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Processor kwargs forwarding vs chat-template crash with tool-call assistant messages." + "reason": "AutoProcessor cached_file kwargs and chat-template tool-call crashes are different code paths." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-specific architecture/config bugs: RoPE layer dropping vs tied-weights warning." + "reason": "Smollm3 RoPE layer handling and Qwen3-Next tied-weights warnings are unrelated model implementation bugs." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models and pipeline-parallel output correctness are unrelated." + "reason": "Quantized model save failures and pipeline-parallel output errors are not the same bug." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Both involve tokenization, but one is a version-to-version tokenization change and the other is a batched chat-template crash." + "reason": "Tokenizer output drift and multimodal chat-template padding crashes are different issues." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading registered position_ids buffers vs tokenizer_class metadata mismatch on save are different bugs." + "reason": "Buffer reading for position_ids and tokenizer_config save mismatch are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation state update logic and a category-cardinality runtime error do not match." }, { "left": "issue:43723", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is load failure and the other is incorrect tokenization output; not clearly the same fix." + "reason": "Both are tokenizer regressions in v5, but one is load failure and the other is incorrect tokenization output." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Generic AutoTokenizer load trouble and a specific FastSpeech2ConformerTokenizer load failure are too different without stronger evidence." + "reason": "Different tokenizer classes failing to load is too broad to be the same concrete bug." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "SAM 3 tracker type warning vs missing fpn_position_embeddings attribute in a vision encoder output." + "reason": "Model-type warning and missing attribute in Sam3VisionEncoderOutput are different SAM3 problems." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import NameError vs stale auto_mappings references to removed SAM3LiteText configs." + "reason": "Sentence-transformers import failure and Sam3LiteText auto_mapping CI breakage are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config bug and a docstring issue are not duplicates." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor is one specific import break; the other is a broader set of import errors." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Different apply_chat_template failures: changed tokenization output vs all-zero assistant masks for multimodal inputs." + "reason": "Tokenizer behavior drift and zeroed assistant masks for multimodal chat templates are different bugs." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Model save failure vs invalid GenerationConfig; unrelated issues." + "reason": "Saving dequantized models and invalid GenerationConfig are unrelated." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Specific AutoImageProcessor import failure is only one example of the broader import regressions, not the same concrete report." + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation discussion are not the same defect." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "A precision/config bug in MLA q_a_layernorm vs a docstring issue for position_ids." + "reason": "MLA q_a_layernorm precision/config handling and a wrong docstring do not match." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "DSA indexer activation behavior vs GLM-5 RoPE implementation discussion are different bugs." + "reason": "AutoImageProcessor import removal and general upgrade import errors are related only at a high level, not as one concrete bug." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Qwen3-VL-Moe model bug vs tokenizer save metadata mismatch; not the same code path." + "reason": "Empty multi-label classification results in an example script and Gemma 4 token-type defaults are different issues." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Config propagation for num_labels vs training degeneration with flash_attention_3." + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated model behaviors." }, { - "left": "issue:43122", - "right": "issue:44743", + "left": "issue:43723", + "right": "issue:44779", "accept": false, - "reason": "Chat-template/tokenization change vs recurrent-state reset with cache and seq_len>1." + "reason": "Tokenizer load failure and tokenizer output regression may both involve v5, but not the same specific bug." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue vs sentence-transformers loading stall." + "reason": "LayoutLMv3 box-validation messaging and Sentence Transformers loading are unrelated." }, { "left": "issue:44038", - "right": "issue:44295", - "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe regression vs position_ids buffer access issue." - }, - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and gguf_file loading failures are unrelated." - }, - { - "left": "issue:43232", - "right": "issue:45245", - "accept": false, - "reason": "Generation-state handling vs a runtime category-count limit error." - }, - { - "left": "issue:43116", - "right": "issue:45200", - "accept": false, - "reason": "Example-script multi-label output bug vs Gemma 4 token-type-id defaulting issue." - }, - { - "left": "issue:42907", - "right": "issue:44964", + "right": "issue:44297", "accept": false, - "reason": "Model save/dequantization bug vs Phi-4 multimodal model loading failure." + "reason": "Qwen3-VL-Moe bug reports and tokenizer save metadata mismatch are different subsystems." } ] }, @@ -11816,8 +11942,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-384", "nodes": [ - "issue:22355", - "issue:29127", "issue:33453", "issue:36296", "issue:38617", @@ -11833,12 +11957,12 @@ "issue:43116", "issue:43122", "issue:43441", + "issue:43452", "issue:43493", "issue:43673", "issue:43784", "issue:43824", "issue:43825", - "issue:43827", "issue:43874", "issue:43937", "issue:43976", @@ -11847,6 +11971,7 @@ "issue:44075", "issue:44117", "issue:44222", + "issue:44295", "issue:44351", "issue:44485", "issue:44488", @@ -11855,6 +11980,7 @@ "issue:44779", "issue:44936", "issue:44938", + "issue:44964", "issue:44977", "issue:45083", "issue:45216", @@ -11866,266 +11992,273 @@ "issue:45753" ], "soft_pairs": [ + "issue:42907|issue:44964", + "issue:42907|issue:43452", + "issue:44038|issue:44295", "issue:39401|issue:44488", - "issue:36296|issue:43116", "issue:43824|issue:44351", + "issue:36296|issue:43116", "issue:44038|issue:44222", "issue:43066|issue:44779", "issue:39401|issue:44521", - "issue:45216|issue:45478", "issue:42757|issue:44351", + "issue:45216|issue:45478", "issue:43122|issue:44977", "issue:43992|issue:44704", - "issue:42907|issue:44222", "issue:43784|issue:45446", + "issue:42907|issue:44222", "issue:43937|issue:44485", "issue:42222|issue:43441", "issue:43976|issue:45446", "issue:42371|issue:43874", "issue:43493|issue:45753", - "issue:42831|issue:45753", "issue:44075|issue:44936", + "issue:42831|issue:45753", "issue:43116|issue:43825", - "issue:44222|issue:45478", "issue:44038|issue:45478", + "issue:44222|issue:45478", "issue:43116|issue:43493", "issue:43064|issue:43673", "issue:45083|issue:45446", - "issue:42175|issue:44938", "issue:43937|issue:45563", + "issue:42175|issue:44938", + "issue:38617|issue:45278", "issue:33453|issue:39401", "issue:39401|issue:44779", - "issue:38617|issue:45278", - "issue:44117|issue:45588", - "issue:22355|issue:29127", - "issue:43827|issue:45446" + "issue:44117|issue:45588" ], - "prepared_review_unit_hash": "6099498b0467409cc1f74a4a13ddd3985f3d6da66ca9bbd7bf4b90951a90dd0d", + "prepared_review_unit_hash": "1adc32386fb9b3000880303e666b4a119860e804276c0dc53131931bcfe21d97", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37030, - "estimated_input_tokens": 9258, - "estimated_eval_tokens": 18772 + "soft_pair_count": 34, + "serialized_chars": 37344, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose mixture of Transformers v5 regression reports (tokenizers, imports, multimodal models, training, generation) with no clear duplicate pair that shares the same concrete bug. I would not merge any of the suggested soft pairs.", - "confidence": 0.78, - "canonical_issue_reason": "If a single issue must represent the cluster, issue 45278 is the broadest umbrella-like report: it captures multiple import failures after upgrading Transformers, which is the closest thing here to a reusable triage anchor. The rest are narrower, model-specific bugs or unrelated regressions.", + "summary": "This is a loose cluster of Transformers v5-era regressions spanning tokenizer behavior, model loading, import errors, and a few training/generation issues. The soft pairs mostly share only broad subsystem similarity, not the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 33453 is the broadest representative of the repeated loading/tokenizer regression theme, though the overall cluster is still too heterogeneous to be a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best overall representative because it is the most general and could subsume a subset of the import-error regressions, while the other issues are too specific to serve as a canonical umbrella.", + "best_issue_reason": "Issue 33453 is the most suitable global anchor because it is generic and closest to the recurring load/tokenizer failure pattern across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure vs multimodal model load failure; different code paths and likely different root causes." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf AutoTokenizer/AutoModel loading are unrelated symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe FlashAttention issue vs position_ids buffer access error; not the same bug." + }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Both involve tokenizers, but they describe different models and different failures: wrong offset mapping vs model loading failure. Not the same bug." + "reason": "Different models and different failures: offset_mapping bug vs failing to load a specific tokenizer model." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Unrelated areas: tensor-parallel training vs example-script classification output. No shared code-path bug." + "reason": "Both are import errors, but for different missing symbols from different dependency surfaces." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different paths. Too generic to treat as the same defect." + "reason": "Tensor parallel training bug and multi-label classification empty outputs are unrelated." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Different concrete problems: Qwen3-VL-Moe runtime issue vs FP8 save_pretrained behavior. Same broad model family is not enough." + "reason": "Same broad Qwen3-family area, but one is a FlashAttention path issue and the other is FP8 save_pretrained behavior." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and symptoms; no evidence of one shared root cause." + "reason": "Wrong decoder type in v5 vs Deepseek tokenizer incorrect results; different tokenizer bugs." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset mapping for Qwen3 tokenizer and assistant_mask generation for multimodal chat templates are distinct bugs." + "reason": "Tokenizer offset mapping regression vs multimodal assistant_masks issue; distinct functionality." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Both concern Qwen3.5 and version 5.4+, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure. Not mergeable as one PR." + "reason": "Different missing imports from different packages/modules; not one underlying defect." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Different missing imports from different packages/modules; only the symptom is similar." + "reason": "Both involve Qwen3.5, but save_pretrained checkpoint corruption and from_pretrained loading errors are different code paths." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenizer behavior regression vs flash-attention generation failure. Different subsystems and different failure modes." + "reason": "General tokenization difference across versions vs Qwen3.5 flash-attention generation failure; not the same bug." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Both use from_pretrained, but one loses a weight key and the other drops kwargs to cached_file. Different code paths." + "reason": "Missing embed_tokens weight and not forwarding kwargs to cached_file are separate loading issues." }, { - "left": "issue:42907", - "right": "issue:44222", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "Both touch saving quantized models, but one is dequantized Ministral/Devstral and the other is FP8 MoE. Not the same underlying bug." + "reason": "Sentence-transformers import NameError vs PyTorch version check bug for AuxRequest import; unrelated." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:42907", + "right": "issue:44222", "accept": false, - "reason": "Import-time failures in unrelated libraries and paths; no common concrete regression." + "reason": "Saving dequantized models vs FP8 save_pretrained moe are both save-related, but not the same concrete failure." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are separate issues in different parts of the stack." + "reason": "GenerationConfig validation error and GLM-5 RoPE discussion are different problems." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different models and different failure types: vitpose model breakage vs Ministral-3 flash-attention failure." + "reason": "Vitpose model breakage and Ministral-3 FlashAttention failure affect different models and paths." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Both mention version checks, but one is Python compatibility and the other is a PyTorch import guard. Different bugs." + "reason": "Python version compatibility issue vs AuxRequest import version check bug; different scopes." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 configuration guidance and a multimodal image patch helper AttributeError are unrelated." + "reason": "TF32 settings warning and missing image patch count method are unrelated." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and symptoms: SigLIP2 implementation discrepancy vs Qwen3.5 infinite-loop generation on a specific image." + "reason": "SigLIP2 HF/JAX discrepancy vs Qwen3_5 infinite loop on a specific image; different model behavior bugs." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "FP8 accuracy concerns and Qwen3.5 image-specific generation loop are not the same defect." + "reason": "Optimizer SGD args ignored and trainer.evaluate() failing after train() are separate training issues." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Optimizer argument handling vs trainer.evaluate() failing after train() are distinct training bugs." + "reason": "FineGrainedFP8 accuracy issue and Qwen3_5 infinite loop are not the same defect." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script classification output and pipeline documentation/error-message behavior are unrelated." + "reason": "Multi-label classification output bug vs pipeline translation support error; different APIs and causes." }, { - "left": "issue:44222", + "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Same broad Qwen3.5/MoE area, but one is save_pretrained for FP8 and the other is from_pretrained loading. Different concrete problems." + "reason": "Same model family, but FlashAttention generation failure and from_pretrained error are different concrete code paths." }, { - "left": "issue:44038", + "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Different model variants and different actions: Qwen3-VL-Moe vs Qwen3.5 MoE loading." + "reason": "FP8 save_pretrained moe vs Qwen3.5 Moe from_pretrained error; distinct operations and failures." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label classification example and SigLIP2 model discrepancy are unrelated." + "reason": "Example-script classification bug and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Training optimizer-state corruption under FSDP2/PEFT vs generation cache missing during chunked_prefill are separate issues." + "reason": "Wrong optimizer states under FSDP2/PEFT and missing GenerationMixin cache are separate bugs." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A model-specific feature-extraction helper bug and a PyTorch version check bug are unrelated." + "reason": "Helper output-length behavior in qwen3_omni_moe vs PyTorch version check bug; not the same issue." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure and stale paged-generate warning are different generation-path problems." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Package extras/backend dependency issue vs Python 3.14 load failure; no shared root cause." + "reason": "Missing TensorFlow backend in torch extra vs Python 3.14 load failure; unrelated packaging/runtime issues." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "GenerationConfig validation and a stale warning in paged generate() are different generation-layer bugs." + "reason": "Specific ImportError for layer_type_validation vs broad many-import-errors report; too broad to treat as one duplicate." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer regressions, but one is loading regression and the other is incorrect offset mapping. Not the same bug." + "reason": "Generic tokenizer loading regression vs Qwen3 tokenizer offset_mapping bug; related area but not the same defect." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Tokenizer regressions for different models with different symptoms; no evidence they share one fix." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "A specific missing symbol import and a broad report of many import errors are not the same concrete issue." + "reason": "Both are tokenizer-related, but they affect different models and different tokenization failures." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling and flash-attention crash on sink-less models are unrelated." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "Module import failure and a layoutlmv3 error-message clarity issue are completely different." - }, - { - "left": "issue:43827", - "right": "issue:45446", - "accept": false, - "reason": "Outdated docs referencing pipeline() and a flex_attention import/version-check bug are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES None handling and flash_attention s_aux=None crash are unrelated." } ] }, @@ -12149,6 +12282,8 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-384", "nodes": [ + "issue:22355", + "issue:29127", "issue:38617", "issue:39401", "issue:41628", @@ -12166,7 +12301,7 @@ "issue:43450", "issue:43577", "issue:43742", - "issue:43874", + "issue:43827", "issue:43937", "issue:43986", "issue:44075", @@ -12193,11 +12328,12 @@ "issue:45446", "issue:45459", "issue:45464", - "issue:45478", "issue:45542", "issue:45656" ], "soft_pairs": [ + "issue:22355|issue:29127", + "issue:43827|issue:45446", "issue:43381|issue:44945", "issue:43937|issue:44977", "issue:43450|issue:43986", @@ -12206,223 +12342,214 @@ "issue:44117|issue:45081", "issue:42673|issue:45072", "issue:38617|issue:41628", - "issue:44829|issue:45216", - "issue:42222|issue:45542", "issue:43408|issue:43742", - "issue:44410|issue:45310", + "issue:42222|issue:45542", + "issue:44829|issue:45216", "issue:44291|issue:45071", "issue:42175|issue:42222", + "issue:44410|issue:45310", "issue:44484|issue:45310", "issue:43937|issue:44496", "issue:44483|issue:45464", "issue:44075|issue:45656", - "issue:43066|issue:43122", "issue:44964|issue:45278", + "issue:43066|issue:43122", "issue:43012|issue:43577", "issue:38617|issue:44220", "issue:42371|issue:44261", "issue:42222|issue:45459", - "issue:44410|issue:45478", - "issue:43097|issue:44493", - "issue:44484|issue:45478", - "issue:43874|issue:44261" + "issue:43097|issue:44493" ], - "prepared_review_unit_hash": "f56ab7cd006d8c0f1a0eaef5cc37f17586e05c2837ac26667a0a71051913365d", + "prepared_review_unit_hash": "25b94212b1c185eaa79f1c38226a8cce40e5252ea783b52a97dcbf339d77b70e", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35455, - "estimated_input_tokens": 8864, - "estimated_eval_tokens": 17984 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35710, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions and model-specific bugs. I did not find any soft pair that looks like the same underlying issue, so all candidate edges are rejected. The broadest umbrella report here is the general post-upgrade import-error issue.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45278 is the broadest regression report in the set, covering multiple import failures after upgrading Transformers, so it is the best umbrella issue target among these loosely related reports.", + "summary": "No strong duplicates here; the soft pairs are mostly superficial matches on broad themes like imports, tokenizers, or chat APIs, but they describe different failures and code paths.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43097 is the clearest broadly applicable regression report in this set: concrete, closed, and tied to a v5 API break with downstream references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general and reusable duplicate target for the cluster\u2019s upgrade/import-regression theme; the others are narrower model- or subsystem-specific bugs.", + "best_issue_reason": "issue:43097 is the best representative issue overall because it is specific enough to be actionable yet broad enough to stand in for nearby v5 compatibility complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated import failure vs. LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs/pipeline deprecation mismatch is unrelated to a PyTorch version check bug in flex_attention." + }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Different bugs: checkpointing/eval-mode behavior vs pipeline-parallel generation correctness." + "reason": "Different problems: eval-mode gradient checkpointing vs. incorrect outputs under pipeline parallelism." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-related, but one is invalid GenerationConfig loading and the other is flash-attention generation output; not the same code path." + "reason": "Different model-specific failures; GenerationConfig validation is not the same as flash-attention generation breakage." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video processor batching shape bug vs AutoProcessor missing torchvision dependency crash." + "reason": "Both touch video processing, but one is a batched-shape bug and the other is a missing-torchvision import crash." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Unrelated dependency/version issues: PEFT minimum version bump vs PyTorch version gating for flex_attention." + "reason": "PEFT version pinning issue is unrelated to the flex_attention import-version check." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Tokenizer offset mapping bug vs runtime special-token post-processor update bug." + "reason": "Tokenizer offset-mapping bug and runtime special-token post-processing bug are different code paths." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping lookup failure vs Mistral regex patch/backend_tokenizer crash; different failure modes." + "reason": "TOKENIZER_MAPPING_NAMES fallback bug is unrelated to the Mistral regex patch AttributeError." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3 dataloader threads vs dtype mismatch in inference; no shared underlying bug." + "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatches in other models are distinct issues." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different fixes." + "reason": "Both are import errors, but for different missing symbols and likely different regressions." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Flash-attention training degradation vs Qwen3.5 save_pretrained regression; unrelated behaviors." + "reason": "Model-type warning for sam3_tracker vs. key error loading MobileLLM are unrelated." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Vitpose model breakage vs TensorFlow/tensorboard backend installation issue; different subsystems." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "Model-type warning for sam3_video/sam3_tracker vs MobileLLM loading KeyError; not the same issue." + "reason": "VitPose breakage is unrelated to the TensorBoard-without-TensorFlow backend error." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Different Qwen families and different symptoms: missing projections vs from_pretrained error." + "reason": "Training degradation with flash_attention_3 is not the same as a bad save_pretrained checkpoint regression." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights argument mismatch vs PreTrainedConfig type-checking regression; both version-related but distinct bugs." + "reason": "Different compatibility regressions: unexpected init_empty_weights arg vs. PretrainedConfig type-checking breakage." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Package/backend install mismatch vs broken VitPose models; no duplicate evidence." + "reason": "Packaging/backend dependency issue is unrelated to VitPose model breakage." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained errors are different model-loading failures." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size question vs Qwen3.5 MoE loading failure; unrelated." + "reason": "max_shard_size behavior is unrelated to Qwen3.5 MoE loading failure." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig vs unrecognized model_type/config.json problem; different loading failures." + "reason": "GenerationConfig validation and unrecognized-model config.json errors are different issues." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both touch chat/completions, but one is a broad v5.3 acceptance issue and the other is a Qwen3.5 streaming inference failure." + "reason": "Same API surface, but one is a generic request rejection and the other is a streaming inference failure on a specific model." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD argument handling vs deepspeed double optimizer step; different optimizer bugs." + "reason": "Optimizer argument handling and double optimizer-step behavior are distinct bugs." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "Tokenizer decoder type mismatch vs changed tokenization output across versions; related area, but not clearly the same bug." + "reason": "Model loading failure for Phi-4 multimodal is not the same as a broad import-error regression after upgrade." }, { - "left": "issue:44964", - "right": "issue:45278", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Specific Phi-4 multimodal load failure vs broad import-error regression report; not the same concrete problem." + "reason": "Both are tokenizer regressions, but one is decoder-type mismatch and the other is changed tokenization output." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Precision warning during compilation vs BLIP2 dtype staying float32 on load; different dtype-related symptoms." + "reason": "PyTorch precision warning on compile is different from BLIP2 dtype fields staying float32." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Missing import symbol vs audio feature extraction issue; unrelated." + "reason": "ImportError for layer_type_validation is unrelated to the _torch_extract_fbank_features bug." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 settings API guidance vs missing rms_norm_eps precision issue; not the same bug." + "reason": "TF32 behavior-setting change is unrelated to the MLA q_a_layernorm precision/config issue." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "Vitpose model failures vs protobuf-hidden tokenizer errors; unrelated." - }, - { - "left": "issue:44410", - "right": "issue:45478", - "accept": false, - "reason": "Different Qwen3.5-related loading bugs; one is projection structure, the other is from_pretrained MoE error." + "reason": "VitPose model breakage is unrelated to tokenizer error masking when protobuf is missing." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed config field warning vs unexpected position-id keys in many models; distinct regression symptoms." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; unrelated." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Image-patch counting AttributeError vs MLA layernorm epsilon precision error; different model/components." + "reason": "Removed tie_embeddings_and_encoder_decoder API and unexpected position-id keys are different regressions." } ] }, @@ -12454,7 +12581,6 @@ "issue:42831", "issue:43012", "issue:43064", - "issue:43066", "issue:43097", "issue:43335", "issue:43408", @@ -12492,10 +12618,14 @@ "issue:45245", "issue:45341", "issue:45375", + "issue:45478", "issue:45542", "issue:45588" ], "soft_pairs": [ + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:44410|issue:45478", "issue:44263|issue:44485", "issue:43012|issue:43408", "issue:43441|issue:44829", @@ -12507,262 +12637,267 @@ "issue:43986|issue:44484", "issue:44117|issue:44987", "issue:43097|issue:43452", - "issue:43931|issue:44038", "issue:43335|issue:45071", - "issue:43408|issue:44368", + "issue:43931|issue:44038", "issue:43976|issue:44945", + "issue:43408|issue:44368", "issue:43874|issue:44263", "issue:44829|issue:45245", "issue:38617|issue:42757", "issue:43064|issue:44315", "issue:44464|issue:45071", - "issue:44410|issue:45375", "issue:44062|issue:44117", "issue:43097|issue:45588", - "issue:38617|issue:44351", + "issue:44410|issue:45375", "issue:42673|issue:43577", + "issue:38617|issue:44351", "issue:44704|issue:45103", "issue:44038|issue:44410", - "issue:43931|issue:44410", - "issue:43986|issue:44117", "issue:44261|issue:44485", + "issue:43986|issue:44117", "issue:44964|issue:45341", + "issue:43931|issue:44410", "issue:43502|issue:43992", - "issue:43097|issue:43873", - "issue:43066|issue:43906" + "issue:43097|issue:43873" ], - "prepared_review_unit_hash": "e85e910aa4c6a44f7f8e211f3a0fb97924bcc5d7cd8f911b7636bb40445342c5", + "prepared_review_unit_hash": "20f48114169e22b442ef10cf1ae973690da9eaee8f3f67bcfbb4967a1a9aa204", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37857, - "estimated_input_tokens": 9465, - "estimated_eval_tokens": 19186 + "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 heterogeneous: mostly unrelated Transformers regressions, import errors, and model-specific bugs across different subsystems. I do not see any strong duplicate pairs, so no soft edges are accepted; issue 43873 is the most central/open report in the set.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43873 is the best hub-like issue here: it is open, has the most inbound references, and has substantial discussion, even though the cluster itself is not a tight duplicate set.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and import/loading issues. The only visible common thread is a loose v5-breaking-change / API-regression theme, but none of the soft pairs look like true duplicates of the same underlying bug.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43097 is the best representative of the cluster\u2019s broad v5-regression theme: a concrete API removal with user-visible breakage, and it has the clearest cross-links to other nearby compatibility complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest representative of the cluster by activity and external references, making it the best single issue to anchor triage.", + "best_issue_reason": "issue:43873 is the strongest standalone triage target: it is open, actively discussed, has multiple inbound references, and describes a concrete high-impact behavior bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different subsystems and failures: image-patch counting vs missing RMS norm epsilon in MLA." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 model bugs: missing projections vs loading failure." + }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Different bugs: one is a torch.split return-value issue in GlmMoeDsaIndexer; the other is a GLM-5 RoPE implementation question." + "reason": "torch.split/indexing behavior is unrelated to a RoPE implementation issue." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Both mention warnings, but the code paths differ: bfloat16 compile warning vs sam3_video/sam3_tracker model-type warning." + "reason": "A BF16 precision warning is not the same bug as a model-type mismatch warning." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve flash attention, but one is a Ministral-3 load failure and the other is degenerate training with flash_attention_3; not the same concrete bug." + "reason": "Both mention attention, but these are different concrete bugs in different code paths and symptoms." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to the PretrainedConfig type-checking regression." + "reason": "ImportError for AutoImageProcessor is unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking breakage and TensorFlow-backend import confusion are different issues." + "reason": "Type checking breakage and a TensorFlow backend detection error are different issues." }, { "left": "issue:42673", "right": "issue:44977", "accept": false, - "reason": "VRAM leak in multithreaded Qwen3ForCausalLM loading is distinct from flash-attention generation failure on Qwen3.5." + "reason": "VRAM leak in multithreaded loading is not the same as flash-attention generation corruption." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 settings guidance and FineGrainedFP8 accuracy loss are separate numerical-policy bugs." + "reason": "TF32 API guidance and FineGrainedFP8 accuracy drift are different problems." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "One is a concrete VRAM leak; the other is only a reproduction of a different upstream issue, with no shared bug path shown." + "reason": "Insufficient evidence of the same bug; only a vague similarity in model/runtime troubleshooting." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor/torchvision crash is unrelated to save_pretrained shard sizing." + "reason": "AutoProcessor crash without torchvision and max_shard_size behavior are unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both are tokenizer-loading failures, but the specific failures and triggers are different and not clearly the same code path." + "reason": "Tokenizer mapping None and a model load failure do not look like one underlying defect." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed config option in v5 is not the same as gguf_file breaking tokenizer/model loading." - }, - { - "left": "issue:43931", - "right": "issue:44038", - "accept": false, - "reason": "Both mention Qwen3-VL, but they describe different model variants and different loading failures." + "reason": "Different failures: removed config flag vs gguf_file loading breakage." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to a PretrainedConfig typing regression." + "reason": "SwitchTransformers sparse-layer construction and config type-checking are unrelated." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Different warnings with different causes: model-type mismatch vs tie_word_embeddings guidance." + "reason": "Different Qwen3-VL-related loading issues with no clear shared code-path." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "Python version compatibility and pipeline-parallelism output corruption are unrelated." + "reason": "A model-type warning and a tie_word_embeddings warning are distinct config messages, not the same bug." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "AttributeError in multimodal token counting is unrelated to the torch.split return-value issue." + "reason": "Different GLM-related bugs: missing image-patch helper vs torch.split return handling." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "Flash-attention training degeneration and category-cardinality RuntimeError are unrelated." + "reason": "flash_attention_3 training collapse is unrelated to the 2^24 category limit error." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different modules and different fixes." + "reason": "Two different missing-symbol import errors from different packages/modules." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is a different problem from Liger Kernel not being applied with model_init." + "reason": "FSDP/optimizer-state corruption is not the same as Liger kernel application in model_init." }, { "left": "issue:44464", "right": "issue:45071", "accept": false, - "reason": "Compiled-forward chunked-generation inconsistency is unrelated to the v5 type-checking issue." - }, - { - "left": "issue:44410", - "right": "issue:45375", - "accept": false, - "reason": "A missing projection in qwen3next is not the same as a missing config field in Qwen3_5MoeVisionConfig." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to PretrainedConfig type checking." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken keyword conflict and TOKENIZER_MAPPING_NAMES returning None are separate tokenizer bugs." + "reason": "Tokenizer.AddedToken keyword conflict and TOKENIZER_MAPPING_NAMES returning None are different failure modes." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder config and flash_attention s_aux handling are unrelated." + "reason": "Config-flag removal is unrelated to a flash_attention.py crash on sink-less models." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Both are import errors from transformers, but the missing exported symbols are different and do not indicate the same bug." + "reason": "Missing attention projections and missing config field are different model-definition bugs." }, { "left": "issue:42673", "right": "issue:43577", "accept": false, - "reason": "VRAM leak under threaded loading is unrelated to dtype propagation in Blip2/QFormer." + "reason": "VRAM leakage across dataloader threads is unrelated to dtype propagation in Blip2 loading." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: layer_type_validation vs HybridCache." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Kwarg forwarding to cached_file and the auto_docstring future-annotations crash are different subsystems." + "reason": "cached_file kwargs forwarding and auto_docstring annotation handling are unrelated." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both involve Qwen-family models, but one is a model-loading bug and the other is a missing layer-projection bug." + "reason": "Two different Qwen3-family issues, but not the same concrete bug or code path." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Different Qwen variants with different failure modes; not the same underlying issue." + "reason": "MLA layernorm epsilon precision issue is unrelated to the GLM-5 RoPE implementation." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Torchvision-dependent AutoProcessor loading and tokenizer-mapping None are not the same bug." - }, - { - "left": "issue:44261", - "right": "issue:44485", - "accept": false, - "reason": "MLA layernorm epsilon precision error is unrelated to GLM-5 RoPE implementation." + "reason": "Video AutoProcessor/torchvision crash and tokenizer mapping None are unrelated." }, { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "Model-loading failure and a testing_utils bug are unrelated." + "reason": "Phi-4 multimodal loading failure and a testing_utils bug are unrelated." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Unexpected API requests with local_files_only and missing embed_tokens.weight are different loading issues." + "reason": "local_files_only still causing requests is unrelated to missing embed_tokens.weight in UMT5Encoder." }, { "left": "issue:43097", - "right": "issue:43873", + "right": "issue:43452", "accept": false, - "reason": "A removed config option and a quantization/offloading issue do not describe the same bug." + "reason": "Different failures: removed config flag vs gguf_file loading breakage." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Wrong tokenizer decoder type is unrelated to an isolated reproduction of a different upstream issue." + "reason": "Both involve attention internals, but the model-specific FlashAttention failure and sink-less-model AttributeError are different code-path bugs." } ] }, @@ -12813,11 +12948,11 @@ "issue:43825", "issue:43867", "issue:43901", + "issue:43906", "issue:43937", "issue:43986", "issue:43992", "issue:44038", - "issue:44220", "issue:44230", "issue:44368", "issue:44380", @@ -12836,6 +12971,7 @@ "issue:45753" ], "soft_pairs": [ + "issue:43066|issue:43906", "issue:43986|issue:45372", "issue:43986|issue:45290", "issue:45341|issue:45561", @@ -12845,277 +12981,279 @@ "issue:42617|issue:45341", "issue:43992|issue:44484", "issue:45341|issue:45588", - "issue:42886|issue:43381", - "issue:43012|issue:44368", "issue:43208|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", "issue:43012|issue:43550", "issue:42907|issue:45753", "issue:43531|issue:45341", "issue:42907|issue:44655", "issue:43208|issue:43526", "issue:44483|issue:44514", - "issue:43012|issue:44683", "issue:42757|issue:43824", + "issue:43012|issue:44683", "issue:43618|issue:43761", "issue:44483|issue:45290", "issue:44038|issue:44230", "issue:43064|issue:44380", - "issue:43299|issue:43867", "issue:38617|issue:43502", + "issue:43299|issue:43867", "issue:44483|issue:45381", "issue:43901|issue:44655", "issue:36683|issue:43475", "issue:43867|issue:45216", - "issue:43352|issue:43937", "issue:42994|issue:44655", + "issue:43352|issue:43937", "issue:43066|issue:45381", - "issue:36010|issue:42757", - "issue:44220|issue:44655" + "issue:36010|issue:42757" ], - "prepared_review_unit_hash": "ae5697c208f393429af7d1db30336728cad3a27d94a4526560fe98aa84a8dc4d", + "prepared_review_unit_hash": "412b66d56d1d2b144839a106c323b3ab231a8f8c76a62057f0e9c9f9c40a8970", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37887, - "estimated_input_tokens": 9472, - "estimated_eval_tokens": 19200 + "serialized_chars": 37930, + "estimated_input_tokens": 9483, + "estimated_eval_tokens": 19222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated Transformers issues, mostly centered on import/load regressions, saving/loading behavior, and model-specific bugs. None of the soft-edge pairs look like true duplicates of the same underlying bug/change, so they should all stay separate.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 45372 is a recent, well-scoped, concrete processor-loading import failure with clear impact and discussion; it is the best single representative if one issue must anchor this cluster, though it does not subsume the others.", + "summary": "Mostly a heterogeneous mix of v5 regressions, import errors, and unrelated runtime bugs. I would keep the cluster conservative: 43097 is the best anchor, and no soft edges should be accepted; in particular, 43618 vs 43761 is only a topical CLIP/v5 similarity without a shared concrete fix path.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43097 is the strongest anchor: it is a clear user-facing v5 API regression with inbound references and a concrete symptom tied to a specific removed/config change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45372 is the clearest standalone bug report in the set: specific reproduction domain, explicit failure mode, and active discussion, making it the strongest triage candidate for the cluster representative.", + "best_issue_reason": "Same reason as the canonical pick: it is the most self-contained, high-signal regression in an otherwise mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Both are v5-related, but one is a tokenizer decoder-type bug and the other is a reproduction of a separate earlier issue; not the same defect." + }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are import/loading crashes, but they involve different missing symbols and different code paths (AutoProcessor/torchvision vs Gemma 4 processor loading/mistral_common)." + "reason": "Different failure surfaces: missing torchvision handling versus a mistral_common import error during Gemma 4 processor loading." }, { "left": "issue:43986", "right": "issue:45290", "accept": false, - "reason": "Different failure modes: video model loading through AutoProcessor versus chat template crashing on assistant tool-call messages." + "reason": "AutoProcessor/video-model loading without torchvision is unrelated to chat-template crashes on tool-call messages." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both mention testing_utils, but one is a generic bug report and the other is a pytest-xdist race on captured_info.txt; not the same concrete defect." + "reason": "Both mention testing utilities, but one is a generic bug report and the other is a specific xdist race on captured_info.txt." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "One is an AutoProcessor import crash; the other is an unspecified small bug in testing_utils.py. Too little evidence of a shared underlying bug." + "reason": "Processor-loading failure and a testing_utils bug are unrelated code paths." }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "Both touch API changes/docs, but one is a removed config flag and the other is a docs/behavior mismatch for TextClassificationPipeline; not the same issue." + "reason": "API removal regression and documentation mismatch are different artifacts and likely different fixes." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Different pipeline problems: misleading translation support messaging versus inability to save Pipeline objects." + "reason": "Pipeline error messaging and Pipeline save_pretrained persistence are separate problems." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Unrelated: 3d_parallel.py runtime failure versus a testing_utils bug report." + "reason": "3d_parallel.py execution failure is unrelated to the testing_utils race report." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Different model/save/load issues: missing embed_tokens.weight in UMT5Encoder versus a /v1/chat/completions request rejection." + "reason": "Missing model weights in from_pretrained and /v1/chat/completions request rejection are distinct bugs." }, { "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "Testing utils bug versus flash_attention crash on sink-less models; no shared underlying defect." + "reason": "A testing_utils race and a flash_attention AttributeError on sink-less models are unrelated." }, { - "left": "issue:42886", - "right": "issue:43381", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Offline cache loading failure versus gradient checkpointing in eval mode; unrelated code paths." + "reason": "Different models and different backend/training failure modes; not the same bug." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both are warnings, but they concern different model/config combinations and different causes." + "reason": "A PyTorch precision warning and a Qwen3.5 tie-word-embeddings warning are only loosely similar." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:42886", + "right": "issue:43381", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are distinct model-specific problems." + "reason": "Offline cache loading and gradient checkpointing in eval mode are separate issues." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A PyTorch precision warning is not the same bug as a compile-time SDPA failure." + "reason": "Compile-time precision warning and Bamba SDPA compile failure are not the same defect." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and an infinite-loop inference bug are unrelated." + "reason": "Dequantized model saving and an infinite generation loop are unrelated." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are different subsystems and symptoms." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the testing_utils report." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Model quantization saving versus Pipeline.save_pretrained are different save paths and failures." + "reason": "Quantized/dequantized save-pretrained behavior and Pipeline save_pretrained are different save paths." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs versus BeitImageProcessorFast reduce_labels behavior; no common bug." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions request handling and Qwen2_5_VLProcessor batching crash are different endpoints and failures." + "reason": "An HTTP chat-completions API rejection is not the same as a chat_template preprocessing crash." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "A warning about bfloat16 compilation is not the same as flex_attention failing on torch >= 2.9." + "reason": "Both are import errors, but for different symbols in different packages and different code paths." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Both are import errors, but for different symbols in different packages; not the same underlying issue." + "reason": "A compile-time warning is unrelated to a flex_attention failure on newer torch." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but one is missing attentions assignment and the other is hidden_states being None; separate defects." + "reason": "These are only loosely related CLIP/v5 vision-output regressions; the packet does not show a shared concrete fix path or linked evidence." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Different chat-related failures: request acceptance versus chat template handling with tool calls." + "reason": "Request handling in chat-completions and apply_chat_template tool-call crashes occur at different layers." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "One is a Qwen3-VL-Moe loading bug; the other is fp8 inference support request/issue. Not the same concrete change." + "reason": "They both mention Qwen3-VL-MoE/fp8, but one is a loading regression and the other is fp8 inference support." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Trainer/FSDP2 optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated." + "reason": "FSDP2+PEFT optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Qwen3VL-Moe loading regression and state_dict sorting load error are different load-time bugs." + "reason": "Importing layer_type_validation and ignoring local_files_only are unrelated bugs." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "ImportError from configuration_utils and unintended API requests despite local_files_only are unrelated." + "reason": "Qwen3-VL-MoE loading breakage and a sorted-state_dict load error are not the same regression." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat/completions request rejection versus Qwen2.5-VL video input position-id bug; different paths." + "reason": "An HTTP API request rejection is unrelated to a Qwen2.5-VL video position-id bug." }, { - "left": "issue:43901", + "left": "issue:43097", "right": "issue:44655", "accept": false, - "reason": "Docs/behavior mismatch for return_all_scores versus inability to save Pipeline objects; separate problems." + "reason": "A removed config flag and inability to save Pipeline objects are different problems." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size and SAM3VisionEncoderOutput missing fpn_position_embeddings are distinct attribute errors." + "reason": "Different missing-attribute errors on different objects/models; not the same bug." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both concern loading/saving checkpoints, but one is sorted state_dict loading and the other is a Qwen3.5 save_pretrained regression; not the same bug." + "reason": "A sorted-state_dict load failure and a bad saved checkpoint are related in theme but not clearly the same underlying regression." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Nemotron Flash Attention 2.0 support and GLM-5 GenerationConfig validation are unrelated." + "reason": "Quantized model save failure and Pipeline save_pretrained failure are distinct save-path issues." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are different save flows." + "reason": "Flash-Attention-2 support gating and invalid GenerationConfig are unrelated." }, { "left": "issue:43066", "right": "issue:45381", "accept": false, - "reason": "Tokenizer decoder type regression and Qwen2.5-VL video vision_position_ids bug are unrelated." + "reason": "Tokenizer decoder-type bug and Qwen2.5-VL video vision_position_ids bug are unrelated." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different modules/symbols and different fixes." - }, - { - "left": "issue:44220", - "right": "issue:44655", - "accept": false, - "reason": "Feature-extraction bug and Pipeline.save_pretrained failure are not the same underlying issue." + "reason": "Different import errors from different modules with no shared code-path bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong for the evidence in the packet: issue:43618 vs issue:43761 was accepted as the same regression, yet the packet only shows a loose topical similarity (both CLIP/v5 vision-output regressions) and no concrete shared fix path or linked evidence. That should stay conservative/false. Also, the summary says two soft edges were accepted, but only one accept=true appears in the verdict list." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -13156,6 +13294,7 @@ "issue:43992", "issue:44077", "issue:44117", + "issue:44220", "issue:44242", "issue:44246", "issue:44263", @@ -13169,7 +13308,6 @@ "issue:44855", "issue:44857", "issue:44938", - "issue:44964", "issue:44977", "issue:45216", "issue:45310", @@ -13184,6 +13322,7 @@ ], "soft_pairs": [ "issue:44263|issue:45440", + "issue:44220|issue:44655", "issue:43756|issue:44485", "issue:36683|issue:43525", "issue:43618|issue:45216", @@ -13192,16 +13331,16 @@ "issue:36683|issue:43881", "issue:43299|issue:45753", "issue:43352|issue:43976", - "issue:41669|issue:44246", "issue:43441|issue:44380", "issue:43992|issue:45310", "issue:43352|issue:44380", "issue:44380|issue:45479", + "issue:41669|issue:44246", "issue:43867|issue:45375", "issue:43064|issue:44492", "issue:43618|issue:44380", - "issue:43352|issue:45478", "issue:44355|issue:44855", + "issue:43352|issue:45478", "issue:36683|issue:44117", "issue:42890|issue:45561", "issue:43097|issue:43352", @@ -13218,265 +13357,261 @@ "issue:28282|issue:33453", "issue:43618|issue:44977", "issue:43901|issue:44938", - "issue:44655|issue:44938", - "issue:42890|issue:44964" + "issue:44655|issue:44938" ], - "prepared_review_unit_hash": "7debdb27f74f401fe4a1e5c1d252f3e12744cc44e42a04b358e79ff57dd9e836", + "prepared_review_unit_hash": "496451ab2b43b9d56baa3bb83507f82bab8bb9045aa896e530c4488701819588", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38409, - "estimated_input_tokens": 9603, - "estimated_eval_tokens": 19462 + "serialized_chars": 38376, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose grab-bag of unrelated Transformers regressions that only share superficial wording around loading, configs, attention backends, or tests. I do not see any soft pair that looks like the same underlying bug, so all soft edges should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster; among the small set of near-overlaps, issue 36683 is the closest anchor because it is the most discussed and sits in the recurring \"missing config/tokenizer attribute during model loading\" theme.", + "summary": "Mostly unrelated single-issue reports. Keep the Qwen3.5 MoE from_pretrained regression as the strongest issue candidate, but the import-slowdown pair (41669/44246) is only thematically similar and should not be treated as a confirmed duplicate from the packet alone.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45310 is the clearest report of the Qwen3.5 MoE from_pretrained regression, and issue:45478 appears to be an identical duplicate by title and symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36683 is the best single issue to stand in for this cluster if one must be chosen: it is concrete, high-signal, and closest to the repeated model/config-loading regression pattern, even though the rest of the cluster is too heterogeneous to be a true duplicate set.", + "best_issue_reason": "issue:45310 is the best overall issue candidate because it is a concrete, well-scoped regression with an identical duplicate in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Different bugs: a torch.split indexing issue in GlmMoeDsaIndexer vs a DeepseekV3MoE divergence from remote implementation." + "reason": "Different bugs: DSA indexer split behavior vs DeepSeekV3 MoE implementation divergence." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Different code paths: audio fbank feature extraction vs saving Pipeline objects." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Different model-specific RoPE problems; Smollm3 layer dropping is not the same as GLM-5 RoPE implementation questions." + "reason": "Both mention RoPE, but they are model-specific bugs in different models." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing config attributes, but they are different attributes on different models (vocab_size vs pad_token_id), so not the same bug." + "reason": "Different missing config attributes on different models." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Unrelated code paths: CLIPOutput attentions assignment vs Qwen3.5 save_pretrained checkpoint contents." + "reason": "CLIP attentions regression is unrelated to the Qwen3.5 save_pretrained checkpoint issue." }, { "left": "issue:43906", "right": "issue:45753", "accept": false, - "reason": "One is an isolated repro of an earlier issue; the other is a Qwen3_5 image-specific infinite loop. No clear shared underlying defect." + "reason": "A reproduction of an earlier issue and an image-specific infinite loop are not the same underlying bug." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Missing config attr during loading vs missing load-balancing loss when output_router_logits=False; different functionality." + "reason": "Different failures: config attribute error vs missing load-balancing loss." }, { "left": "issue:36683", "right": "issue:43881", "accept": false, - "reason": "Both are loading failures, but they affect different models and symptoms; not the same concrete regression." + "reason": "Different model-loading failures with different root symptoms." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Different Qwen3.5-family failures: Qwen3VL MoE loading breakage vs an image-triggered infinite loop." + "reason": "Both involve Qwen, but one is Qwen3VL MoE loading and the other is a generation loop on a specific image." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "FlashAttention support error vs Python version compatibility/load failure; unrelated causes." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": false, - "reason": "Removing import * for import-time performance is not the same as a report that import sometimes takes long." + "reason": "FlashAttention support error is unrelated to Python-version compatibility." }, { "left": "issue:43441", "right": "issue:44380", "accept": false, - "reason": "Both involve attention backends, but one is a model support failure and the other is ignored GPT2 scaling config; different bugs." + "reason": "Model-specific FlashAttention failure vs GPT2 attention scaling backend bug." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight is a different loading bug from Qwen3.5 MoE from_pretrained failing." + "reason": "UMT5 missing weights and Qwen3.5 MoE from_pretrained errors are different model-specific loading bugs." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Nemotron FlashAttention support failure and GPT2 SDPA/FlashAttention scaling misbehavior are not the same defect." + "reason": "Same broad backend area, but different concrete bugs and models." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling config ignored is unrelated to degenerate zero-loss classification behavior." + "reason": "Attention scaling backend bug vs classification loss degeneracy are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both are about slow imports, but the packet only shows similar titles and not enough evidence for the same root cause or code path." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Both mention model loading, but one is a sorted-state_dict load error and the other is a missing vision config field." + "reason": "State_dict ordering load failure and dropped config fields are different problems." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to a cache-strategy typo." + "reason": "Trainer/FSDP optimizer-state corruption is unrelated to a cache-strategy typo." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attentions assignment and GPT2 attention scaling under SDPA/FlashAttention are different problems." + "reason": "Different regressions: CLIP attentions assignment vs GPT2 attention scaling under SDPA/FlashAttention." }, { - "left": "issue:43352", - "right": "issue:45478", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Different models and failures: Nemotron FlashAttention 2.0 unsupported vs Qwen3.5 MoE from_pretrained regression." + "reason": "Compiled-file import errors and a torch.jit parsing IndentationError are not the same bug." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43352", + "right": "issue:45478", "accept": false, - "reason": "Both concern Python-file/import handling, but one is compiled Python file errors and the other is a torch.jit decorator parsing issue on Python 3.13." + "reason": "FlashAttention support issue vs Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:36683", "right": "issue:44117", "accept": false, - "reason": "Missing config attr in one model vs tokenizer mapping returning None in from_pretrained; similar shape, but different code paths and bugs." + "reason": "Missing model config attribute vs tokenizer mapping returning None." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are flaky tests, but one is missing set_seed() and the other is an xdist race on captured_info.txt." + "reason": "Seed-related flaky test failures and an xdist file race are different test issues." }, { "left": "issue:43097", "right": "issue:43352", "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder is unrelated to FlashAttention support errors." + "reason": "Tie-embeddings API removal and FlashAttention support are unrelated." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Model loading failure when state_dict is sorted is not the same as saving incorrect visual encoder keys." + "reason": "Different regressions: sorted state_dict load error vs incorrect visual encoder keys on save." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but they target different versions and failure modes; not the same underlying issue." + "reason": "Both are Python compatibility complaints, but they target different versions and failure modes." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different model-loading regressions affecting different architectures." + "reason": "Different model-specific load failures with no shared concrete code path." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to DeepseekV3MoE diverging from the remote implementation." + "reason": "DSA indexer behavior and DeepSeekV3 MoE divergence are unrelated." }, { "left": "issue:43064", "right": "issue:44655", "accept": false, - "reason": "Wrong optimizer states/params in Trainer is unrelated to saving Pipeline objects with save_pretrained." + "reason": "Saving Pipeline objects and training optimizer-state corruption are different issues." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor-parallelism, but one is a training bug and the other is an OOM during loading; different root causes." + "reason": "Tensor-parallel training bug vs TP OOM on model loading are not the same underlying issue." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "Optional post_init in patchtsmixer is unrelated to GPT2 attention scaling being ignored." + "reason": "PatchTSMixer post_init policy and GPT2 attention scaling are different problems." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIP attentions assignment and LwDetrImageLoss AMP crash are different subsystems and symptoms." + "reason": "Different subsystems: CLIP attentions vs LwDetr AMP/CUDA crash." }, { "left": "issue:43618", - "right": "issue:45588", + "right": "issue:44977", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to a flash_attention crash on s_aux=None." + "reason": "Both mention attention/FlashAttention, but the model and failure mode differ." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "A load error with sorted state_dict is not the same as a question about the default max_shard_size." + "reason": "A load error with sorted state_dict is unrelated to the shard-size question." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "AutoModel missing PyTorch and tokenizer-loading regression are separate loading problems with different causes." - }, - { - "left": "issue:43618", - "right": "issue:44977", - "accept": false, - "reason": "CLIPOutput attentions assignment is unrelated to Qwen3.5 flash-attention generation failures." + "reason": "AutoModel missing PyTorch is unrelated to tokenizer loading regression." }, { "left": "issue:43901", "right": "issue:44938", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to a Python 3.14 import/load failure." + "reason": "Docs issue vs runtime Python-version incompatibility." }, { "left": "issue:44655", "right": "issue:44938", "accept": false, - "reason": "Pipeline save_pretrained behavior and Python 3.14 import failure are different bugs." - }, - { - "left": "issue:42890", - "right": "issue:44964", - "accept": false, - "reason": "A flaky integration test and a Phi-4 multimodal loading failure are unrelated." + "reason": "Pipeline save_pretrained failure is unrelated to Python 3.14 load failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "Most of the conservative false/duplicate judgments are grounded in the packet, and the canonical Qwen3.5 issue choice is reasonable. However, the one accepted soft-edge pair (issue:41669 / issue:44246) is stated too strongly: the packet only shows two similar import-slowdown titles, not enough to conclude they are the same underlying bug or that one identifies the exact cause. The summary should stay at the level of thematic similarity unless there is more direct evidence." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -13507,7 +13642,6 @@ "issue:42831", "issue:42890", "issue:43010", - "issue:43232", "issue:43299", "issue:43502", "issue:43576", @@ -13533,6 +13667,7 @@ "issue:44749", "issue:44908", "issue:44961", + "issue:44964", "issue:45071", "issue:45125", "issue:45278", @@ -13544,29 +13679,30 @@ "issue:45656" ], "soft_pairs": [ + "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", - "issue:42890|issue:45341", "issue:43010|issue:44075", "issue:42548|issue:44351", + "issue:42890|issue:45341", "issue:44222|issue:45125", "issue:43502|issue:44485", "issue:44355|issue:44749", - "issue:45125|issue:45478", "issue:30990|issue:31795", + "issue:45125|issue:45478", + "issue:44387|issue:44556", "issue:45125|issue:45375", "issue:43010|issue:45278", - "issue:44387|issue:44556", "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:44315|issue:44360", "issue:42831|issue:43874", - "issue:44355|issue:44655", "issue:30333|issue:36296", + "issue:44355|issue:44655", "issue:44222|issue:44230", "issue:44355|issue:45071", "issue:43827|issue:44961", @@ -13577,283 +13713,288 @@ "issue:33453|issue:36296", "issue:43576|issue:45071", "issue:43576|issue:43824", - "issue:43010|issue:43976", "issue:44961|issue:45468", "issue:41628|issue:42548", + "issue:43010|issue:43976", "issue:31795|issue:38617", "issue:38617|issue:43576", - "issue:43576|issue:44351", "issue:44908|issue:44961", - "issue:43010|issue:43232" + "issue:43576|issue:44351" ], - "prepared_review_unit_hash": "283b8a67373815d8e4d84c9d4d5193c99174d9e55b9622c69f0820596c5592d3", + "prepared_review_unit_hash": "3673390da3eed75a4143dd83c5d737d4ec5adfbdbf9100d6609f40f49328fcbe", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39433, - "estimated_input_tokens": 9859, - "estimated_eval_tokens": 19974 + "serialized_chars": 39463, + "estimated_input_tokens": 9866, + "estimated_eval_tokens": 19988 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated or only loosely similar by theme (v5 regressions, import errors, loading bugs, quantization, tests/docs). I do not see any soft pair that is safely the same underlying bug or change from the available titles alone.", - "confidence": 0.57, - "canonical_issue_reason": "issue:45278 is the broadest umbrella for the recurring v5 import-regression theme and is the closest thing to a cluster hub among these issues.", + "summary": "The cluster is mostly a mix of separate Transformers v5 regression/import/loading reports rather than one duplicate bug. Issue 45278 is the broadest representative; no PRs were provided.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broad umbrella report for multiple import failures after upgrading to 5.5.0.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative and general issue in this set: it summarizes the widespread upgrade/import breakage pattern better than any single narrow report.", + "best_issue_reason": "issue:45278 best represents the cluster because it captures the shared v5 import-regression theme at the highest level.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness in SamHQ vs a Phi-4 multimodal model-loading failure; unrelated bugs." + }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different bugs: SamHQ test seed flakiness vs GraniteSpeech stale device override CI failure." + "reason": "Different CI/test issues: missing set_seed coverage vs a stale device override test." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Different areas: missing set_seed in SamHQ integration tests vs removed Sam3LiteText configs breaking auto_mappings." + "reason": "SamHQ test seeding flake vs removed Sam3LiteText config references; different code paths." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Unrelated failures: local_files_only still makes requests vs AddedToken duplicate special kwarg error." - }, - { - "left": "issue:42890", - "right": "issue:45341", - "accept": false, - "reason": "Only a loose testing theme; one is test seeding, the other is an unspecified testing_utils bug." + "reason": "local_files_only network leak vs AddedToken keyword duplication; different failure modes." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "Cache/layer update no_grad issue is unrelated to SGD optimizer args not being used." + "reason": "Cache update no_grad concern vs SGD argument handling; not the same bug." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different code paths." + "reason": "Both are import errors, but different missing symbols with different root causes." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "SamHQ test seeding flake vs a testing_utils bug; unrelated." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Different bugs: FP8 save_pretrained problem vs missing _tp_plan for tensor parallelism." + "reason": "FP8 save_pretrained issue vs missing tensor-parallel plan; different model features." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "No shared underlying bug: network leakage with local_files_only vs GLM-5 RoPE implementation." + "reason": "Offline loading API leak vs GLM-5 RoPE implementation discussion; unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Different issues: compiled Python file errors vs a performance regression when filtering data after upgrade." + "reason": "Compiled-file error vs a slow-filtering performance regression; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs documentation confusion; not the same bug." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Same model family, but different concrete failures: tensor-parallel plan missing vs from_pretrained load error." + "reason": "Related Qwen3.5 MoE area, but tensor-parallel support and from_pretrained failure are distinct." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Sentence Transformers loading hang is unrelated to documentation confusion in model.forward." + "reason": "Quantization OOM vs checkpoint reload regression after upgrade; different problems." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both touch Qwen3.5 MoE, but one is tensor parallelism and the other is a config field dropped by @strict." + "reason": "Different Qwen3.5 MoE config gaps: tensor-parallel plan vs deepstack_visual_indexes." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Different scope: cache update/no_grad behavior vs broad import errors after upgrading to v5.5.0." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Both are version-related regressions, but one is int4 OOM and the other is checkpoint reload compatibility." + "reason": "Cache no_grad/update bug vs broad import-error regression; unrelated." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow status reporting on training failure is unrelated to tokenizer loading regression." + "reason": "MLflow training-job status vs tokenizer loading regression; unrelated." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 and reloading checkpoints after upgrade are different code-path failures." + "reason": "Tokenizer loading regression vs checkpoint reload failure; different concrete load paths." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "Cache update no_grad bug is unrelated to the tie_word_embeddings warning in Qwen3.5 LoRA." + "reason": "Cache update semantics vs a tied-embeddings warning; not a duplicate." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only API leakage is unrelated to FP8 save_pretrained behavior." + "reason": "Offline API requests vs FP8 save_pretrained bug; unrelated." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Liger Kernel not applied via model_init is unrelated to a DSA indexer ReLU discussion." + "reason": "Real loading bug vs placeholder issue title; no duplicate evidence." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "local_files_only network requests has nothing to do with the placeholder 'racoon' issue." + "reason": "Liger Kernel model_init behavior vs DSA indexer ReLU discussion; unrelated." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "Different model-specific bugs: FineGrainedFP8 accuracy vs GLM46V image-patch counting AttributeError." + "reason": "FineGrainedFP8 accuracy issue vs GLM46V image patch API error; different bugs." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Compiled Python file errors are unrelated to saving Pipeline objects with save_pretrained." + "reason": "MLflow reporting failure vs tensor-parallel training bug; unrelated." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "MLFlow failure reporting is unrelated to tensor parallel training bugs." + "reason": "Compiled file execution errors vs Pipeline save_pretrained support; unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8 and MoE, but one is save_pretrained and the other is inference support; not the same bug." + "reason": "Both touch FP8/MoE, but save_pretrained failure and inference support are different." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Different failures: compiled-file execution errors vs PretrainedConfig type checking breakage." + "reason": "Compiled-file errors vs PretrainedConfig type-checking breakage; unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the placeholder issue." + "reason": "Docs stale after pipeline removals vs unrelated placeholder issue." }, { "left": "issue:43010", "right": "issue:45656", "accept": false, - "reason": "Cache/layer update no_grad bug is unrelated to deepspeed causing optimizer.step to run twice." + "reason": "Cache update semantics vs deepspeed optimizer-step duplication; different code paths." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading break are different concrete load failures." + "reason": "Tokenizer-loading regression vs Llama 3.2 model-loading breakage; related theme, different bug." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both involve version regressions, but one is Qwen3VL MoE loading and the other is generic checkpoint reload compatibility." + "reason": "Different model/version-specific loading regressions; not the same underlying issue." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub symbol and broken transformers env CLI are not the same bug from the available evidence." + "reason": "Missing huggingface_hub symbol vs broken v5 env command; unrelated." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:33453", + "right": "issue:36296", "accept": false, - "reason": "env command breakage is unrelated to PretrainedConfig type checking." + "reason": "Tokenizer loading regression vs tensor-parallel training bug; unrelated." }, { "left": "issue:43576", - "right": "issue:43824", + "right": "issue:45071", "accept": false, - "reason": "Broken env CLI and missing Qwen2.5-VL import are different issues." + "reason": "Broken env command vs PretrainedConfig typing breakage; unrelated." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Cache update no_grad behavior is unrelated to Python-version compatibility problems." + "reason": "Broken env command vs Qwen2_5_VL import failure; different symptoms." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue is unrelated to Gemma-4 audio positional encoding." + "reason": "Placeholder title vs Gemma-4 audio positional encoding bug; unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but for different top-level symbols and no evidence of the same failing path." + "reason": "Both are import errors, but for different exported classes and likely different causes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update semantics vs Python-version compatibility problem; unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to the layer_type_validation import error." + "reason": "Documentation confusion vs missing import symbol; unrelated." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Different problems: missing layer_type_validation import vs broken env CLI." - }, - { - "left": "issue:43576", - "right": "issue:44351", - "accept": false, - "reason": "env CLI breakage is unrelated to cannot import HybridCache." + "reason": "Missing configuration_utils symbol vs broken env CLI command; unrelated." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler timescale bug is unrelated to the placeholder issue." + "reason": "Scheduler kwargs bug vs placeholder issue title; unrelated." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:43576", + "right": "issue:44351", "accept": false, - "reason": "Different generation/cache bugs: no_grad update decoration vs sync_gpus kwargs update behavior." + "reason": "Broken env command vs HybridCache import failure; unrelated." } ] }, @@ -13884,6 +14025,8 @@ "issue:41669", "issue:42371", "issue:42890", + "issue:43010", + "issue:43232", "issue:43352", "issue:43408", "issue:43526", @@ -13919,14 +14062,13 @@ "issue:45092", "issue:45125", "issue:45230", - "issue:45310", "issue:45341", - "issue:45468", "issue:45478", "issue:45542", "issue:45753" ], "soft_pairs": [ + "issue:43010|issue:43232", "issue:36296|issue:43901", "issue:41628|issue:44355", "issue:36296|issue:43526", @@ -13936,9 +14078,9 @@ "issue:44273|issue:45542", "issue:44393|issue:45753", "issue:43576|issue:44556", - "issue:41669|issue:43673", "issue:44393|issue:45071", "issue:44038|issue:45125", + "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:44373|issue:44961", "issue:44704|issue:44908", @@ -13950,8 +14092,8 @@ "issue:44297|issue:45230", "issue:43576|issue:44908", "issue:44908|issue:45071", - "issue:43673|issue:44492", "issue:44295|issue:45230", + "issue:43673|issue:44492", "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:41669|issue:44492", @@ -13962,287 +14104,265 @@ "issue:31795|issue:33453", "issue:41669|issue:44908", "issue:42371|issue:44492", - "issue:43576|issue:44273", "issue:44655|issue:44861", - "issue:44360|issue:45468", - "issue:45230|issue:45310", - "issue:43827|issue:44492", - "issue:44273|issue:44908" + "issue:43576|issue:44273" ], - "prepared_review_unit_hash": "a52c4d427529fd11139ac0129714d56fa0be41a590db606723ed6f10dc9a5923", + "prepared_review_unit_hash": "41e727272fc23e3dd25dc67d9f36ff92d3193edee76e792495e03210b0669c1a", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39280, - "estimated_input_tokens": 9820, - "estimated_eval_tokens": 19896 + "soft_pair_count": 38, + "serialized_chars": 38419, + "estimated_input_tokens": 9605, + "estimated_eval_tokens": 19466 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated Transformers issues that only overlap lexically. None of the soft pairs look like the same underlying bug/change.", - "confidence": 0.98, - "canonical_issue_reason": "Too heterogeneous to nominate a true canonical issue; the items span unrelated docs, import/export, tokenizer, training, vision, and scheduler bugs.", + "summary": "This cluster is not a true duplicate set: most items are loosely related Transformers issues (v5 migration, lazy loading/imports, generation/cache behavior, tokenizer/processor save-load, and model-specific bugs), but the soft pairs only show superficial keyword overlap rather than the same underlying defect. No pair looks safe to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; the issues span several unrelated bug classes. If one representative must be chosen, issue:41669 is the most concrete and triageable, but it only reflects the import/lazy-loading performance subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is required, issue:41669 is the strongest anchor because it is specific, broadly impactful, and well-discussed, but it is not a duplicate match for the others.", + "best_issue_reason": "Issue:41669 is the strongest anchor because it is specific, well-described, and has observable impact and references. It is still not a good global canonical for the whole cluster, just the best representative issue among these heterogeneous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both involve generation/cache update methods, but one is about no_grad decoration on cache/layer updates and the other is about _update_model_kwargs_for_generation after sync_gpus. Different code paths and fixes." + }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug vs a doc mismatch in pipeline arguments; different problems." + "reason": "Tensor parallel training bug vs. text classification pipeline docs mismatch; unrelated symptom and subsystem, only broad v5-era similarity." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Missing AutoImageProcessor export vs compiled-file execution errors; unrelated code paths." + "reason": "Importing AutoImageProcessor failure is not the same as errors with compiled Python files; different import/runtime failure modes." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Training bug vs BeitImageProcessorFast label reduction bug; no concrete overlap." + "reason": "Tensor parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated model-specific issues." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "RMS norm precision/config issue vs DSA indexer activation bug; different subsystems." + "reason": "MLA q_a_layernorm precision/config issue is unrelated to the DSA indexer ReLU discussion; different numerical component and fix scope." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both are import/lazy-loading adjacent, but broken lazy loading and unsafe sys.modules access are distinct fixes." + "reason": "Lazy loading problem vs. unsafe sys.modules access in modeling_utils; both touch import behavior, but they are not the same defect or code path." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Processor save_pretrained missing files vs a placeholder bug report; no shared concrete issue." + "reason": "Missing processor save_pretrained files is a concrete serialization bug; the second is a generic bug report with no evidence it is the same issue." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading regression vs TensorFlow backend detection problem; unrelated." + "reason": "Lazy loading not working and tensorboard-without-TensorFlow backend error are separate environment/import issues." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen vision models, but one is 2D box hallucination and the other an infinite loop on a specific image." + "reason": "Qwen3-VL 2D bounding box hallucination differs from Qwen3_5 infinite loop on a specific image; same model family, but different failure modes and likely different fixes." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env CLI in v5 vs checkpoint reload incompatibility after upgrade; different failure modes." - }, - { - "left": "issue:41669", - "right": "issue:43673", - "accept": false, - "reason": "Import-star performance issue vs missing GenerationMixin cache in chunked prefill; not the same bug." + "reason": "Broken 'transformers env' command in v5 is not the same as checkpoint reload incompatibility after upgrade; one is CLI/config output, the other is model loading compatibility." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Vision model output bug vs PretrainedConfig type-checking regression; unrelated." + "reason": "Vision model bounding-box output bug is unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe bug vs missing tensor-parallel plan in Qwen3_5Moe; different concrete fixes." + "reason": "Qwen3-VL-Moe bug and missing _tp_plan for Qwen3_5Moe are both model-family issues but concern different breakages and code paths." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import * performance/lazy-loading problem and GenerationMixin cache missing during chunked_prefill are distinct regressions with different mechanisms." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Version-upgrade reload failure vs remote-code/meta-init incompatibility; similar theme, different root cause." + "reason": "Both mention v5 migration incompatibilities, but one is general checkpoint reload failure and the other is remote-code meta initialization incompatibility for InternVL2; not the same bug." }, { "left": "issue:44373", "right": "issue:44961", "accept": false, - "reason": "Docstring error for position_ids vs an unrelated placeholder issue; no duplicate signal." + "reason": "Wrong docstring for position_ids is documentation-only; 'racoon' provides no evidence of the same issue." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding bug vs inverse_sqrt scheduler kwargs handling; distinct components." + "reason": "AutoProcessor.from_pretrained kwargs forwarding and inverse_sqrt scheduler kwargs handling are unrelated API plumbing bugs." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Flaky integration test from missing set_seed vs scheduler kwargs bug; unrelated." + "reason": "SAM HQ test flakiness from missing set_seed and inverse_sqrt scheduler kwargs are unrelated; one is test determinism, the other is scheduler configuration." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import latency complaint vs lazy loading malfunction; same broad area, different concrete bug." + "reason": "Import taking long sometimes and lazy loading broken are both import-related, but one is performance regression and the other is functional breakage." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model type warning for sam3_video/sam3_tracker vs Liger Kernel not applied with model_init; unrelated." + "reason": "sam3_video vs sam3_tracker warning is a config/model-type mismatch; Liger Kernel not applied with model_init is a training integration issue." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility issue vs Qwen3-VL vision bug; no shared code path." + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to Qwen3-VL bounding box hallucinations." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support gap vs Qwen3-VL hallucination/error; different model and bug." + "reason": "Nemotron Flash Attention 2 unsupported and Qwen3-VL hallucination are different model-specific failures." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch on save_pretrained vs placeholder bug report; unrelated." + "reason": "Tokenizer save_pretrained class mismatch and generic bug report do not share a concrete underlying defect." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI env command regression vs scheduler kwarg handling; different areas." + "reason": "Broken env CLI and inverse_sqrt scheduler kwargs are unrelated; same release window is not enough to merge." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler ignores kwargs vs config type-checking breakage; unrelated." + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are different API layers with different fixes." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Generation cache missing at runtime vs a typo in cache strategy text; not the same issue." + "reason": "position_ids buffer/read bug is unrelated to an unspecified generic bug report." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "position_ids buffer access error vs placeholder bug report; no overlap." + "reason": "Generation cache missing during chunked_prefill and cache strategies typo are not the same issue; one is functional, the other is wording/labeling." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star performance problem vs missing HybridCache export; both import-related, but different fixes." + "reason": "Import * performance/lazy loading and missing HybridCache import are both import-related but distinct symbols and failures." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import cleanup/performance vs a testing_utils bug; unrelated." + "reason": "Model import performance issue and a little bug in testing_utils.py are unrelated." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import-time performance issue vs a cache-strategy typo; no shared bug." + "reason": "Import * cleanup/performance and typo in cache strategies are not the same underlying bug." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Two Qwen-family reports, but one is bbox hallucination and the other from_pretrained failure in Qwen3.5 Moe." + "reason": "Qwen3-VL 2D box output error differs from Qwen3.5 Moe from_pretrained error; separate model families and failure points." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "model_init Liger Kernel application issue vs degenerate training with flash_attention_3; different code paths." + "reason": "Liger Kernel not applied with model_init and flash_attention_3 degenerate training are both training-related, but different mechanisms and code paths." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "post_init validation question vs _get_tied_weight_keys AttributeError; unrelated." + "reason": "Optional post_init policy for patchtsmixer is unrelated to _get_tied_weight_keys crashing on list-valued _tied_weights_keys." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Documentation still referencing pipeline() vs scheduler kwargs handling; different concerns." + "reason": "Docs still referencing pipeline() after removals and inverse_sqrt scheduler kwargs are different issues in different areas." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Doc confusion about forward inputs vs tokenizer loading regression; unrelated." + "reason": "Confusing forward docs for input_ids/past_key_values and tokenizer loading regression share only a general docs/loading theme; no same bug or fix path." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import performance regression vs scheduler behavior bug; no shared concrete change." + "reason": "Model import performance and scheduler kwargs handling are unrelated regression types." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API migration warning vs a typo in cache strategy docs; not a duplicate." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "Broken env command vs lazy loading problem; broad v5 issues but distinct failures." + "reason": "TF32 API settings guidance and cache strategies typo are clearly unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained issue vs tied-weights helper AttributeError; unrelated." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding bug; different model/code path." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Placeholder bug report vs Qwen3.5 Moe from_pretrained error; no duplicate evidence." + "reason": "Pipeline save_pretrained failure and tied weight keys AttributeError are separate serialization/model-introspection bugs." }, { - "left": "issue:43827", - "right": "issue:44492", - "accept": false, - "reason": "Pipeline-removal docs debt vs a cache-strategy typo; different scope." - }, - { - "left": "issue:44273", - "right": "issue:44908", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Lazy loading malfunction vs scheduler kwargs bug; unrelated." + "reason": "Broken env command and lazy loading not working are both v5-related, but they do not describe the same code path or symptom." } ] }, @@ -14285,23 +14405,31 @@ "issue:43572", "issue:43606", "issue:43704", + "issue:43827", "issue:44230", "issue:44261", "issue:44263", + "issue:44273", "issue:44315", "issue:44360", "issue:44485", + "issue:44492", "issue:44623", "issue:44861", "issue:44908", "issue:44998", "issue:45092", + "issue:45230", "issue:45290", "issue:45310", "issue:45341", "issue:45468" ], "soft_pairs": [ + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:43827|issue:44492", + "issue:44273|issue:44908", "issue:43519|issue:44485", "issue:41669|issue:43704", "issue:43519|issue:44908", @@ -14323,8 +14451,8 @@ "issue:44861|issue:45290", "issue:43525|issue:44861", "issue:41669|issue:44998", - "issue:43704|issue:44998", "issue:43066|issue:44998", + "issue:43704|issue:44998", "issue:43572|issue:44861", "issue:31515|issue:38617", "issue:44360|issue:44998", @@ -14336,242 +14464,263 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "fb17e6172e6263fa4e78b8af89a02ea2c2b51340cf43f90e548ade49f9cfdf4e", + "prepared_review_unit_hash": "8cf95ad57232c36f9449edf2272e4a91e4b54219534c3d5971f4e647f5771a65", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1442, - "serialized_chars": 743057, - "estimated_input_tokens": 185765, - "estimated_eval_tokens": 371786 + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 }, "budget": { - "node_count": 34, - "item_count": 34, - "soft_pair_count": 33, - "serialized_chars": 29031, - "estimated_input_tokens": 7258, - "estimated_eval_tokens": 14772 + "node_count": 38, + "item_count": 38, + "soft_pair_count": 37, + "serialized_chars": 32376, + "estimated_input_tokens": 8094, + "estimated_eval_tokens": 16444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and should not be merged wholesale. The only clear duplicate-like pair is the tokenizer v5 regression reports (42913/43066); the rest describe unrelated loading, training, model-specific, scheduler, or documentation issues.", - "confidence": 0.78, - "canonical_issue_reason": "issue:42913 is the broadest and most representative tokenizer-v4/v5 regression report; issue:43066 looks like a narrower symptom of the same tokenizer decoder-type problem.", + "summary": "This set is highly heterogeneous: docs, tokenizer/loading regressions, scheduler issues, model-specific bugs, and a few unrelated one-off reports. No soft edge looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43519 is the most concrete user-facing runtime bug; however, the overall set is not a true duplicate cluster and the rest do not cohere around one bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42913 is the best single issue to keep because it captures the general tokenizer behavior regression and can subsume the more specific decoder-type report.", + "best_issue_reason": "Issue 43519 is the best representative only in the sense that it has a specific reproducible symptom and clear code path; it is not actually duplicate-similar to most of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU omission vs Gemma4AudioRelPositionalEncoding; different models and different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 Moe from_pretrained failure; not the same concrete issue." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs still referencing pipeline() vs a typo in cache strategy text; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction vs inverse_sqrt scheduler kwargs handling; different subsystems." + }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different model-specific bugs: timestamp calculation vs RoPE implementation." + "reason": "Qwen3VL timestamp calculation bug vs GLM-5 RoPE implementation; different bugs." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Unrelated problems: import-star performance issue vs VRAM leak in dataloader threads." + "reason": "import * cleanup/perf issue vs VRAM leak in multi-threaded dataloading; unrelated." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp bug is unrelated to scheduler kwargs handling." + "reason": "Timestamp calculation bug vs scheduler kwargs bug; no shared code path." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Docs confusion in forward signature is unrelated to a model-loading regression." + "reason": "Forward-doc wording confusion vs Llama 3.2 model loading regression; different problem classes." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Documentation issue and import error in flash attention utilities are different bugs." + "reason": "Documentation clarification vs missing flash_attention utility import; unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Both involve model creation/loading, but the concrete failures differ: Liger kernel application vs meta-init incompatibility." + "reason": "model_init not applying Liger Kernel vs old InternVL2 checkpoints failing meta init; different failures." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak and RoPE implementation are unrelated." + "reason": "VRAM leak under threaded dataloading vs RoPE implementation bug; different concrete bugs." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model code paths: GLM RoPE vs Gemma audio positional encoding." + "reason": "GLM-5 RoPE implementation vs Gemma4AudioRelPositionalEncoding; both positional-encoding-ish but not the same bug." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance is unrelated to a VRAM leak bug." + "reason": "TF32 API deprecation warning vs VRAM leak; unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network request bug is unrelated to timestamp calculation." + "reason": "local_files_only still making requests vs Qwen3VL timestamp calculation; different code paths." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor save_pretrained missing files is not the same as Qwen3VL timestamp math." + "reason": "Timestamp bug in processor logic vs processor.save_pretrained missing files; not the same issue." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Different subsystems and failure modes." + "reason": "Timestamp calculation bug vs multi-thread VRAM leak; unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "DSA indexer torch.split issue is unrelated to Gemma audio positional encoding." + "reason": "torch.split return-value handling in DSA indexer vs Gemma4AudioRelPositionalEncoding; different bugs." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to audio positional encoding." + "reason": "CPU offload device mismatch in CI vs Gemma4AudioRelPositionalEncoding; unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA rms_norm_eps precision issue is a different model bug." + "reason": "MLA q_a_layernorm precision/config issue vs Gemma4AudioRelPositionalEncoding; different model families and failures." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak and a testing_utils bug are unrelated." + "reason": "VRAM leak in dataloader threads vs testing_utils bug; unrelated." }, { "left": "issue:42913", "right": "issue:43066", - "accept": true, - "reason": "Both point to the same tokenizer v5 regression: changed behavior/decoder type in the new tokenizer stack." + "accept": false, + "reason": "Both are tokenizer-v5 regressions, but one is a broad behavior difference and the other is a decoder-type bug; not clearly the same concrete bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and an unrelated off-topic issue." + "reason": "Scheduler kwargs bug vs an unrelated 'Unemployment' issue; no relation." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key AttributeError and chat-template tool-call crash are different code paths." + "reason": "_get_tied_weight_keys AttributeError vs chat template crashes with tool calls; different functions and symptoms." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id and tied-weight-key list handling are unrelated." + "reason": "Llama4Config missing pad_token_id vs tied-weights list handling; unrelated." }, { "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Import-star performance issue is unrelated to the off-topic item." + "reason": "import * removal/perf topic vs unrelated issue title; no duplicate signal." }, { - "left": "issue:43704", + "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "VRAM leak is unrelated to the off-topic item." + "reason": "Tokenizer decoder-type regression vs unrelated issue title; no duplicate." }, { - "left": "issue:43066", + "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "Tokenizer v5 bug is unrelated to the off-topic item." + "reason": "VRAM leak vs unrelated issue title; no duplicate." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight-key handling." + "reason": "StableLmConfig pad_token_idx missing vs tied-weight key extraction crash; different bugs." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an import error are not the same defect." + "reason": "Slow from_pretrained checkpoint loading vs import error for layer_type_validation; different failure modes." }, { "left": "issue:44360", "right": "issue:44998", "accept": false, - "reason": "DSA indexer missing ReLU is unrelated to the off-topic item." + "reason": "DSA indexer ReLU bug vs unrelated title; no duplicate." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and processor save_pretrained missing files are different issues." + "reason": "fp8 inference support request vs processor.save_pretrained missing files; different concerns." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow job reporting failure is unrelated to checkpoint loading speed." + "reason": "MLFlow job-reporting failure vs slow checkpoint loading; unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness is unrelated to tensor-parallel training failure." + "reason": "Checkpoint loading slowdown vs tensor parallel training bug; different issues." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance issue and documentation confusion are unrelated." + "reason": "Loading slowdown vs documentation confusion in model.forward; not the same bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are not the same bug." + "reason": "fp8 support request vs Qwen3.5 Moe from_pretrained error; different change requests/issues." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Both concern loading, but one is slow loading while the other is a tokenizer-loading regression." + "reason": "Slow checkpoint loading vs tokenizer loading regression; both about loading, but not the same underlying bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and FP8 inference support are unrelated." + "reason": "Continuous batching lacking audio-model support vs fp8 infer support for Qwen3-VL/Qwen3.5; different feature gaps." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The summary correctly treats the cluster as heterogeneous and only elevates the tokenizer v5 pair (42913/43066) as the clear duplicate-like match. The other soft-edge rejections are supported by the issue titles and do not overstate overlap." - }, - "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 }, @@ -14594,7 +14743,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "ee29471cfaa4e59fa349f73a86698a741e1289b5500b76871f6dba3d277f9e64", + "prepared_review_unit_hash": "d3be0b0b8b33b09f5745306d0d052ca48bed77528ac32be91d701350bc4b264b", "component_budget": { "node_count": 2, "item_count": 2, @@ -14616,18 +14765,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues only share broad wording about expanding architecture support. One requests Flash Attention 2 support, the other GGUF support, so they are distinct feature requests and not duplicates.", + "summary": "These are not duplicates: one tracks Flash Attention 2 support across more architectures, the other tracks GGUF support across more architectures. They are related only at a very broad \u201cmore architectures\u201d level, but they target different features and code paths.", "confidence": 0.98, - "canonical_issue_reason": "No canonical duplicate issue: the two items target different features and code paths (Flash Attention 2 vs GGUF).", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the better representative only by chronology and discussion activity, but it should not be treated as a duplicate of 33260.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Superficially similar titles, but they request different capabilities in different subsystems: Flash Attention 2 support versus GGUF support." + "reason": "Different underlying requests: Flash Attention 2 vs GGUF. Same broad theme, but not the same bug/change and not something that would be merged into one issue." } ] }, @@ -14664,12 +14813,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "0c8868070512c9810d8587b86b5489ec95cb0e26f9a447603f8114dc3f593af8", + "prepared_review_unit_hash": "e777ade57937c408d5fb32356e17f1dd6a6339321078f85639b33f4209833d54", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, + "serialized_chars": 4455, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -14677,7 +14826,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, + "serialized_chars": 4455, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -14686,48 +14835,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are near-textual variants of an i18n docs-translation issue template, but they describe different language targets rather than the same underlying bug/change. The Turkish-specific issue is the best concrete representative; the others look like template-based or separate language instances, not duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific report ([i18n-TR]) and is the clearest representative of this cluster.", + "summary": "These are all highly similar i18n docs-translation issue templates, but they appear to target different languages/locales rather than the same underlying request. The Turkish issue is the only concrete, language-specific one.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 27088 is the only explicitly Turkish request; the others are generic template issues for other languages, so there is no single duplicate issue to canonicalize across all four.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 27088 is the most actionable and specific item; the other issues are generic placeholders or separate language variants, so they are less suitable as the cluster\u2019s representative.", + "best_issue_reason": "27088 is the best representative for an actual concrete user request because it names the target language, whereas the others are generic placeholders and likely distinct locale-specific tasks.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same template wording, but no evidence they refer to the same language/task; they appear to be separate i18n translation issues." + "reason": "Same translation-template pattern, but no evidence they refer to the same target language; likely separate locale requests." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "The Turkish-specific issue and a generic language placeholder are not the same concrete translation request." + "reason": "They share the same generic i18n template, but the concrete language target is not the same underlying request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "These look like different language instances of the same template, not duplicate reports of one underlying issue." + "reason": "Looks like another locale-specific translation issue rather than a duplicate of the Turkish request." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are generic template-like issues, but there is no concrete evidence they target the same language or duplicate the same task." + "reason": "Near-identical template text, but these appear to be separate language-localization issues, not one bug/change." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Near-identical titles alone are insufficient; they likely represent distinct language-specific translation entries." + "reason": "Both are generic translation template issues, but there is no sign they represent the same language or task." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "They are textually similar template issues, but there is no proof they are the same underlying bug/change." + "reason": "Highly similar wording, but likely different locale targets; not enough to treat as the same issue." } ] }, @@ -14796,214 +14945,202 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "41dead849e10fc67ad40d93ef6705786655782b26395d9a05e5899791c729770", + "prepared_review_unit_hash": "c00ad3ced43872c5e961fba684a8ceca1d138bf888d8aff544a94d5c6b380593", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17648, - "estimated_input_tokens": 4412, - "estimated_eval_tokens": 9080 + "serialized_chars": 17651, + "estimated_input_tokens": 4413, + "estimated_eval_tokens": 9082 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17648, - "estimated_input_tokens": 4412, - "estimated_eval_tokens": 9080 + "serialized_chars": 17651, + "estimated_input_tokens": 4413, + "estimated_eval_tokens": 9082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These items are all model-addition requests, but they span different architectures and modalities (BERT variants, ASR/TTS/audio, OCR, sparse transformers, perception encoders). The soft similarities are thematic, not duplicate-level; none of the candidate pairs look like the same underlying bug/change.", + "summary": "These are mostly independent model-request issues across unrelated models and modalities. The apparent similarity comes from repeated request phrasing (\"Add/Support/Proposal\"), not the same underlying bug or change, so none of the soft edges should be merged.", "confidence": 0.96, - "canonical_issue_reason": "If a single representative is needed, issue #37015 is the broadest generic model-add request, but there is no true canonical duplicate in this set because the requests target different models and code paths.", + "canonical_issue_reason": "issue:42738 is the broadest umbrella-style request in the set ('BERT-like models with RoPE'), so it is the closest representative issue, but the overall cluster is still heterogeneous and not truly duplicate-heavy.", "canonical_pr_reason": null, - "best_issue_reason": "#37015 is the most generally phrased and centrally located of the model-request issues, so it is the best cluster representative even though it should not absorb the others as duplicates.", + "best_issue_reason": "issue:42738 is the most general, reusable framing among these issues and best serves as a representative anchor, though it does not subsume the other model-specific requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBERT config support and DEIMv2 are unrelated model families and would require different additions." + "reason": "Different model requests: EuroBert config support vs DEIMv2. Shared request language only, no same code-path change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBERT config work and Qwen3-TTS support are different modalities and code paths." + "reason": "EuroBert config support and Qwen3-TTS support are unrelated models/modalities." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are distinct models; no shared concrete implementation change." + "reason": "NeoBERT and Qwen3-ASR are different models and different task domains." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and a weight-sparse transformer request are different architectures and fixes." + "reason": "NeoBERT vs OpenAI weight-sparse transformer are distinct architecture requests." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." + "reason": "NeoBERT and LFM2.5 Audio are different model families and modalities." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model requests, not the same change." + "reason": "Both are model-addition requests, but NeoBERT and ModernVBERT are different concrete models." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are separate model families and likely separate model files/code." + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated models; one is not a duplicate of the other." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different tasks with different implementation needs." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the sparse-transformer request do not describe the same underlying feature." + "reason": "MiniCPM3 vs the weight-sparse transformer request are different architectures and code paths." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model additions." + "reason": "MiniCPM3 architecture work and ModernVBERT support are distinct model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture support and Voxtral TTS support are unrelated." + "reason": "MiniCPM3 and Voxtral TTS target different models and modalities." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model types and code paths." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests (vision vs speech)." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different speech/model requests, not duplicates." + "reason": "ModernVBERT models and Qwen3-ASR support are different model families/modality targets." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are separate model additions with different behavior." + "reason": "ModernVBERT and Qwen3-TTS are distinct model integrations." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and generic BERT-like RoPE support are related only broadly, not as the same concrete change." + "reason": "ModernVBERT is a specific model request; 'BERT-like models with RoPE' is a broad umbrella feature, not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS are unrelated changes." + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated feature requests." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "TTS and ASR for different Qwen3 variants are adjacent but still different model support requests." - }, - { - "left": "issue:43671", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio model requests." - }, - { - "left": "issue:43671", - "right": "issue:44121", - "accept": false, - "reason": "Qwen3-TTS and a sparse transformer request do not share the same implementation change." + "reason": "Qwen3-TTS and Qwen3-ASR are related model family requests but different capabilities and integration paths; not the same underlying change." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough to merge." + "reason": "Both are TTS-related, but Qwen3-TTS and Voxtral-4B-TTS-2603 are different models with separate support work." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities and code paths." - }, - { - "left": "issue:43837", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model additions." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are different models and different modalities." }, { - "left": "issue:43837", + "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the sparse-transformer request are unrelated implementation targets." + "reason": "Qwen3-TTS support and the weight-sparse transformer request are unrelated model changes." }, { "left": "issue:43837", - "right": "issue:45027", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different model families and features." + "reason": "Qwen3-ASR support and EUPE are different model families and different problem types." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model types with different integration work." + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are different models and not one mergeable PR." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and tasks." + "reason": "LFM2.5 Audio and SAM3-LiteText are different models/modalities." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate model support requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse-transformer support and EUPE are not the same underlying model change." + "reason": "OpenAI weight-sparse transformer and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and sparse-transformer support are unrelated." + "reason": "Qwen3-ASR support and the weight-sparse transformer request do not share the same concrete code change." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are distinct support requests." + "reason": "Qwen3-ASR and Voxtral TTS are different speech models with different integration work." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are unrelated model additions." } ] }, @@ -15044,12 +15181,12 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "3a8b873a23eb4d6c9c7dd7a446978e1712c3ce5ba4349fa82614c6803fa6bf10", + "prepared_review_unit_hash": "faa81c45faf325b62b86ea8c95d5257156fe2f46532c78e11ee0bdda563178bd", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6293, + "serialized_chars": 6294, "estimated_input_tokens": 1574, "estimated_eval_tokens": 3404 }, @@ -15057,7 +15194,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6293, + "serialized_chars": 6294, "estimated_input_tokens": 1574, "estimated_eval_tokens": 3404 }, @@ -15066,60 +15203,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The items are thematically similar only at a very broad level (model/config/API bugs), but they describe different subsystems and different failure modes. I do not see a duplicate cluster here.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These issues are only superficially similar; they cover unrelated bugs in different models/components (normalization, loss kwargs, config typing, a typo, and tokenizer warnings). None should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous and the titles point to distinct code paths and bug classes.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43668 is the clearest standalone report, but it is not a true duplicate representative for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Both mention normalization-related config/model details, but one is about Llama4TextL2Norm behavior and the other is a ModernBERTConfig type hint; different models and different bugs." + "reason": "Different models and different problems: Llama4TextL2Norm/RMS norm semantics vs ModernBERTConfig type-hint correctness." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both concern model training/loss code, but one is about Mask2Former ignoring a defined value and the other is about kwargs not being forwarded to a loss function; not the same code path." + "reason": "Mask2former ignore_value not being used and kwargs not forwarded to loss are separate bug paths with different fixes." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss handling and tokenizer regex warnings are unrelated subsystems and unrelated symptoms." + "reason": "Mask2former loss handling and tokenizer regex warning regression are unrelated subsystems." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A missing ignore_value usage in Mask2Former is not the same as a typo in a quantization attribute name." + "reason": "A Mask2former ignore_value bug and a quantization-operation typo are not the same underlying issue." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different models and different bug types: unused ignore_value versus incorrect type hint on norm_eps." + "reason": "Different components and symptoms: ignored loss parameter vs config type-hint error." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "One is a loss-kwargs plumbing bug; the other is a config type hint issue. No shared underlying defect." + "reason": "Loss kwargs forwarding and ModernBERTConfig typing are unrelated; no shared code path." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "An incorrect type hint in ModernBERTConfig is unrelated to tokenizer regex warning behavior." + "reason": "A config annotation bug and tokenizer regex warnings are different issues entirely." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Different components and failure modes: config annotation error versus a typo in a quantization operation name." + "reason": "ModernBERTConfig type hinting and a typo in quantization_operation are distinct defects." } ] }, @@ -15149,7 +15286,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "d53f92090ea7c980c8a3002ae77b2afe35c407bed5a1b690b782c001874937d9", + "prepared_review_unit_hash": "36dd49708a945de715129816c04e6980dea1ed05662e1770ecd4f6b31f27a076", "component_budget": { "node_count": 2, "item_count": 2, @@ -15171,18 +15308,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one asks for a block decoding setting, the other requests DeepSeek v3.2 support. They do not describe the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical duplicate issue here; the titles and likely code paths are different.", + "summary": "The two issues are not duplicates: one asks for Set Block Decoding, while the other requests DeepSeek v3.2 support. They describe different features/problem areas with no shared targets or evidence of the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43037 is the more concrete, user-facing request, but it is still separate from 41084.", + "best_issue_reason": "No single issue stands out as a canonical duplicate target; the issues are unrelated and should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and likely different code paths: decoding configuration vs model/version support. No shared filenames or explicit targets." + "reason": "Different requests in different areas: block decoding behavior versus model support. No indication they refer to the same underlying change or bug." } ] }, @@ -15212,7 +15349,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "2b1956516b56ede49a9beab67724c63048c5c4cb1b04576379b4ba9498174a56", + "prepared_review_unit_hash": "6d3aeb85e76bdd4df7c3ca6013e0fd0f064ccadb95e39a1458ffa06d9445497c", "component_budget": { "node_count": 2, "item_count": 2, @@ -15234,18 +15371,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are about different Trainer behaviors: one is about `remove_unused_column` customizability, the other about FLOPs estimation for custom trainers. They are related only at a broad Trainer-architecture level, not the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": "Neither issue is a clear duplicate of the other; they target different Trainer concerns and should not be clustered as one canonical issue.", + "summary": "These two issues both mention custom trainers, but they describe different Trainer behaviors: one about `remove_unused_column` customizability, the other about FLOPS estimation. They do not look like the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43598 is the more concrete and self-contained Trainer behavior change; issue 43600 is a separate FLOPS-estimation concern rather than the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a better global representative because the two reports address separate problems in different code paths.", + "best_issue_reason": "Issue 43598 is the better representative for this cluster because it is a precise API/behavior request, while 43600 targets a different code path entirely.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different requested fixes: one concerns column dropping/customization, the other concerns FLOPs estimation for custom trainers. They do not appear to describe the same bug or change." + "reason": "Both involve custom trainers, but one is about `remove_unused_column` behavior and the other is about FLOPS accounting. They do not describe the same underlying defect or a single fixable change." } ] }, @@ -15275,7 +15412,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "96b226785613901fcd6301d900a6b46acf618864a21efa68922d23ec3ccdeb15", + "prepared_review_unit_hash": "c23531b7d6fb5bc04c0b0dcce1b4ed2ce330162cca429112f413c86c6d19714f", "component_budget": { "node_count": 2, "item_count": 2, @@ -15297,18 +15434,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are closed model-registration issues, but they target different Qwen variants and different AutoModel entry points, so they should not be clustered as duplicates.", + "summary": "These are related feature requests for Qwen model integration, but they target different model families and different AutoModel entry points, so they should not be treated as duplicates.", "confidence": 0.92, - "canonical_issue_reason": "Issue #43684 is the broader request, covering registration for both AutoModel and AutoModelForConditionalGeneration for Qwen3-Omni; it is the better umbrella issue if one must be chosen.", + "canonical_issue_reason": "Issue 43684 is the broader request: it asks for Qwen3-Omni registration in AutoModel and AutoModelForConditionalGeneration, making it the better umbrella issue for Qwen registration work.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the best representative because it describes the wider registration gap and could subsume narrower variant-specific requests.", + "best_issue_reason": "Issue 43684 is the best issue candidate because it covers a concrete registration gap and is phrased as a general model-registration fix rather than a narrower, model-specific extension.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni model registration for core/conditional generation vs. Qwen3.5 sequence-classification support. They concern different configs and task heads, so they are not the same bug/change." + "reason": "Reject: 43684 is about Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while 44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model variants and different API targets mean different underlying changes." } ] }, @@ -15345,12 +15482,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "d6eb202dfd83402d0b20edae2ce7510afd9d8460e0484c6bf0bdccc2669d9219", + "prepared_review_unit_hash": "42a7c2536660c58fd44f84cf31b350f6abb9ec58d90c1134396c82faa2d93e4a", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, + "serialized_chars": 4265, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -15358,7 +15495,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, + "serialized_chars": 4265, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -15367,55 +15504,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are very low-signal closed issues with only generic or empty titles/body context. Three issues share the same title fragment ('huggingface '), but there is no description evidence to confirm the same underlying bug; 'Fett' looks even less related. No PRs are present.", - "confidence": 0.28, - "canonical_issue_reason": "Issue 43845 is the earliest of the repeated 'huggingface ' entries, so if a canonical issue must be chosen, it is the most reasonable anchor among the near-identical titles.", + "summary": "Three closed issues titled \"huggingface\" appear to be duplicates of the same report; the \"Fett\" issue looks unrelated and should not be merged with them.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface\" reports and is the best representative for that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43845 is the best available representative because it is earliest among the most similar issues and has the same repeated title as 43846/43859.", + "best_issue_reason": "43845 is the strongest issue cluster anchor because it is earliest and matches the other two nearly verbatim-title reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles ('Fett' vs 'huggingface ') and no body/context to show the same underlying issue." + "reason": "Different title and no shared concrete details; insufficient evidence that they are the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no substantive description evidence; similarity alone is too weak to merge." + "reason": "Different title and no shared concrete details; this does not look like the same report." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no context linking them to the same bug or request." + "reason": "Different title and no shared concrete details; no basis to treat these as duplicates." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Same short title, but the issues contain no details to verify they are the same underlying problem." + "accept": true, + "reason": "Both are closed issues with the same \"huggingface\" title and nearly identical sparse metadata, suggesting the same underlying report." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Shared generic title fragment only; insufficient evidence of an identical issue." + "accept": true, + "reason": "Same title and closely related sparse issue metadata indicate duplicate reports of the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Shared generic title fragment only; no concrete problem description to confirm duplication." + "accept": true, + "reason": "Same title and similar minimal content strongly suggest these are duplicate issue reports." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: 43845/43846/43859 share the same title, similar sparse metadata, and strong soft-similarity signals, while 43835 has a different title and only weak similarity. The duplicate claim is phrased conservatively, and the anchor choice (earliest of the similar set) is grounded." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15449,98 +15589,95 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "345167c75abebb696cba25a8722af39f0c1bceb0e0f83c210614aaf122d80533", + "prepared_review_unit_hash": "0ff7c16a0b4d78916dedca0dfbeaf0cd210f00cffbdff85e4e1360016a6dd6a8", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There is a likely duplicate mini-cluster among the three similarly titled \"\" issues, but the evidence is limited to titles and sparse metadata because body text is not shown. The documentation request and the \"Google LLC\" report do not appear to be the same underlying issue.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 44371 is the earliest of the similarly titled \"\" reports and is the best tentative representative for that small cluster, though the body text is not available.", + "summary": "This cluster looks like a mix of unrelated low-information spam/doc-placeholder issues rather than one real bug report. The only clear near-duplicate subgroup is the repeated \"\" titles, but that is not enough to treat them as the same underlying issue.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44371 is the earliest of the repeated \"\" issues and is the closest representative of that spam subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44371 is the cleanest representative among the likely \"\" duplicates because it is earliest and matches the other two on title/minimal metadata.", + "best_issue_reason": "issue:44371 is the best representative only by being the earliest repeated spam placeholder; there is no meaningful technical signal in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": true, - "reason": "Same uncommon title \"\" and matching minimal metadata; likely duplicate placeholder reports, though body text is not visible." + "accept": false, + "reason": "Same placeholder title, but no body detail or technical signal to show the same underlying issue; treat as separate spam reports." }, { "left": "issue:44371", "right": "issue:44573", - "accept": true, - "reason": "Same uncommon title \"\" and matching minimal metadata; likely duplicate placeholder reports, though body text is not visible." + "accept": false, + "reason": "Same placeholder title, but nothing ties them to one concrete bug/change beyond generic spam similarity." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Documentation enhancement request has a different title and apparent intent from the \"\" reports." + "reason": "Different titles and no shared issue context; the documentation placeholder does not look like the same report as the spam issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "\"Check out \\\"Google LLC\\\"\" is a different report pattern and does not look like the same issue as the \"\" reports." + "reason": "Different titles and no evidence of the same underlying problem; this looks like a separate low-effort issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request is unrelated to the placeholder-style \"\" report." + "reason": "Generic placeholder/documentation wording versus spam placeholder; no concrete overlap indicating the same issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement request is unrelated to the placeholder-style \"\" report." + "reason": "No shared bug description or target; these are just low-information issues with different titles." }, { "left": "issue:44572", "right": "issue:44573", - "accept": true, - "reason": "Same uncommon title \"\" with very similar minimal metadata; likely duplicates, with limited evidence because body text is hidden." + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they refer to one identical underlying problem rather than two separate spam submissions." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "\"Check out \\\"Google LLC\\\"\" does not match the placeholder-style \"\" report." + "reason": "The titles are unrelated and there is no technical evidence for a duplicate relationship." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "\"Check out \\\"Google LLC\\\"\" does not match the placeholder-style \"\" report." + "reason": "Different titles with no shared concrete bug/change; reject as duplicate." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster call is a bit too strong for the packet. The three issues do share the same title and similar metadata, but the packet does not show the body text, so claiming an exact title/body placeholder match overstates the evidence. Also, all soft pairs have deterministic_accept=false, so the positive pairwise duplicate verdicts should be more conservative. The separation of the documentation issue and the 'Google LLC' issue is fine, but the confidence and duplicate wording need to be toned down." - }, - "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 }, @@ -15563,7 +15700,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "35bee0bc906991f763c35db7bc8fc4f7613d6d878f85cbba62b714ba2aec9376", + "prepared_review_unit_hash": "f838d56bdd6d9620ade23c1eb38322013a5bc4752eb00857380b3ea68ae05849", "component_budget": { "node_count": 2, "item_count": 2, @@ -15585,24 +15722,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues look like likely duplicates: they have identical titles, very similar body sizes, and were opened the same day. #45145 is the better canonical record because it was created first and has the only inbound reference, but the packet does not provide explicit cross-links or body-level confirmation, so this should remain tentative.", - "confidence": 0.79, - "canonical_issue_reason": "#45145 is the cleaner canonical target because it was opened earlier and already has the only inbound reference; however, the evidence is still limited to strong textual similarity rather than explicit linkage.", + "summary": "Likely duplicate issue pair with identical titles and similar-sized bodies, but the evidence only supports a moderate-confidence deduplication call. #45145 is the best anchor because it was created first and already has one inbound reference.", + "confidence": 0.78, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and has one inbound reference, making it the most natural dedupe anchor among two otherwise similarly titled issues.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best representative issue for this topic because it predates #45151 and has the only inbound reference, making it the most established record among the two.", + "best_issue_reason": "#45145 is the best issue candidate for the same practical reasons: earliest creation time and an inbound reference give it a small but real edge as the representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "The issues have identical titles and very similar metadata/body scale, which is enough to treat them as likely duplicate reports of the same topic, though the match is still tentative without explicit links or body confirmation." + "reason": "The issues have the same exact title and a soft_similarity signal, with very similar body lengths, which is enough to treat them as likely duplicates, though the evidence is not strong enough to claim near-identical content." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical choice is grounded: #45145 is earlier and has the only inbound reference. However, the evidence here is still only soft similarity with no explicit links or body-level confirmation, so the conclusion should stay tentative. The 0.99 confidence and wording like \"almost certainly duplicate\" overstate what the packet supports; use more conservative language such as \"likely duplicate.\"" + "feedback": "The pair is plausibly duplicate, but the writeup overstates the evidence. The packet only shows matching titles, similar body lengths, and a soft_similarity signal; it does not demonstrate near-identical body content or a near-exact duplicate with high confidence. The canonical/best-issue reasoning about creation time and inbound reference is grounded, but the summary and confidence are too strong for the available evidence." }, "evaluator_used": true, "retried": true, @@ -15683,40 +15820,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "d90be70d34e70c38d1d54c3ff59d8e48a2d6d1d9805c870f2b88712d1d1905dd", + "prepared_review_unit_hash": "dd044ff436f70335edbe05901c9cbf3f89aa017eed378f2420c82270520c29ef", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both 4-bit inference bugs, but they describe different failure modes in different paths: Gemma4 audio modules hitting a torch.finfo() TypeError on uint8 weights versus BitsAndBytesConfig clearing the default lm_head exclusion and triggering an AssertionError. I would not treat them as duplicates.", + "summary": "These two issues both concern 4-bit inference with BitsAndBytes, but they describe different failure modes and likely different fixes: one is a torch.finfo TypeError on uint8 weights in Gemma4 audio modules, the other is an lm_head exclusion regression when llm_int8_skip_modules is set. Not duplicates.", "confidence": 0.92, - "canonical_issue_reason": "Issue 45674 is the better anchor for the cluster because it describes a broader BitsAndBytesConfig regression with a clear 4-bit inference failure path, while 45672 is a narrower Gemma4/audio-module-specific symptom.", + "canonical_issue_reason": "Issue #45674 is the better canonical issue because it states a concrete, reproducible regression in BitsAndBytesConfig with a clear trigger and failure mode, making it easier to route and track.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the strongest representative issue: it is more general, names the configuration regression directly, and is easier to map to a concrete fix path than the model-specific 45672 report.", + "best_issue_reason": "Issue #45674 is the strongest representative of the cluster: specific configuration, explicit symptom (AssertionError), and a well-scoped behavioral regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying bugs and code paths: one is a Gemma4 audio-module torch.finfo() type error on uint8 weights, the other is a BitsAndBytesConfig skip-module/exclusion regression causing an AssertionError." + "reason": "Both are about 4-bit inference, but #45672 is a Gemma4/audio-module torch.finfo TypeError while #45674 is an lm_head exclusion bug from llm_int8_skip_modules. Different code paths and fixes, so not a duplicate." } ] }, @@ -15746,7 +15883,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "a3a7d6c8ca2a27b481656aee968b52d4c4af43deb5269ef1da3b083677da4490", + "prepared_review_unit_hash": "eb65dfc43adad1a71e31ea0bc7e94b664eb0c7e876130387013355cb3c846991", "component_budget": { "node_count": 2, "item_count": 2, @@ -15768,18 +15905,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with only name-and-date titles and no body content; they do not describe the same bug or change, so the soft duplicate signal should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue can be justified from the available data; the issues are unrelated and contain no substantive problem description beyond superficial title similarity.", + "summary": "The two closed issues appear unrelated and low-signal: both are just personal-name/date titles with no body content, so they do not look like duplicate reports of the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45762 is only marginally preferable as the earlier and equally sparse report, but it is not a true duplicate target.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles appear to be unrelated personal-name entries with different dates, and there is no shared bug, code path, or change request to indicate the same underlying issue." + "reason": "Unrelated titles with different names/dates and no body or shared context; not the same bug or request." } ] }, @@ -15809,30 +15946,30 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "8647d88eb21c40b64c76cd6268cd9eb487f20b44a3a2548a3b80f86f39d87048", + "prepared_review_unit_hash": "190146158f3105cf31a06e7a4f5c3a473cbae9dd8b12ec718406ed1871325aef", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated closed issues with only personal-name/date titles and no substantive overlap, so they should not be deduplicated.", - "confidence": 0.98, + "summary": "The two issues have unrelated person-name/date titles and no body or linked evidence, so there is no credible duplicate relationship.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -15842,7 +15979,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles are different names and dates, with no shared bug description, target, or evidence of the same underlying issue." + "reason": "Titles are different names with different dates and there is no supporting discussion, linkage, or shared technical context; they do not look like the same underlying issue." } ] }, @@ -15864,7 +16001,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-12", + "cluster_id": "cluster-39895-13", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -15877,7 +16014,8 @@ "pull_request:44827", "pull_request:45170", "pull_request:45213", - "pull_request:45655" + "pull_request:45655", + "pull_request:45795" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -15893,160 +16031,161 @@ "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:43823|pull_request:44827", "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": "f79569bd2a52d71ff44a6b394a2b2ecf75f15706a8107680bba2f24d113ab3a0", + "prepared_review_unit_hash": "0a1a3975c76d68eec07b631c0ab52c7e64576407c4849919b8eac3683d36b3d8", "component_budget": { - "node_count": 12, - "item_count": 12, - "soft_pair_count": 18, - "serialized_chars": 32875, - "estimated_input_tokens": 8219, - "estimated_eval_tokens": 16694 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35202, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 }, "budget": { - "node_count": 12, - "item_count": 12, - "soft_pair_count": 18, - "serialized_chars": 32875, - "estimated_input_tokens": 8219, - "estimated_eval_tokens": 16694 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35202, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most candidates are unrelated PRs that only share broad themes like model additions, auto-mapping, or test/doc updates. The only true duplicate-looking pair is the two `fixed_cross_entropy` patches, which both address the same loss-wrapper bug in the same file and can plausibly be merged into one change.", - "confidence": 0.95, + "summary": "Most items are unrelated PRs across different models/features. The only true duplicate-looking pair is the two cross-entropy kwargs fixes (PR 43251 and PR 43254), which patch the same function, same file, and the same issue target.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical representative: it directly targets issue 43240, changes the same `fixed_cross_entropy` path as #43254, and has the clearer, more complete patch shape.", + "canonical_pr_reason": "PR 43251 is the stronger canonical PR for the duplicate pair: it directly targets issue 43240, has the fuller implementation and test coverage, and appears to subsume PR 43254\u2019s smaller variant.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest overall representative because it cleanly captures the underlying fix, has explicit issue linkage, and is the most semantically aligned with the bug being solved.", + "best_pr_reason": "PR 43251 is the best representative of the only genuine duplicate cluster because it addresses the concrete loss-utils bug with the more complete patch; the rest are not duplicates of each other.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both are unrelated PRs: one adds a new model and docs, the other adds an Executorch dynamic-shape test. Shared framework context is too broad to treat as the same change." + "reason": "Different features: new VideoPrism model vs an Executorch dynamic-shape test. No shared code-path bug." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer helper methods for Mistral and a new MobileLLM model are different changes with no shared code path or bug." + "reason": "Unrelated tokenizer helper methods vs adding a new MobileLLM model. Same broad area only at the library level, not the same change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "A tokenizer-method addition and an export test are unrelated; they do not fix the same concrete problem." + "reason": "Tokenizer method additions and Executorch export tests are unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "These are separate processor/model-pretrained robustness changes for different models and different code paths." + "reason": "Processor auto-loading robustness changes are not the same as introducing a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs plumbing and adding a new model are unrelated; no common underlying bug." + "reason": "Cross-entropy kwargs fix and MobileLLM addition are entirely different code paths." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "The loss-wrapper fix and Mistral4 test/model cleanup are unrelated changes in different subsystems." + "reason": "Loss utility fix vs Mistral4 test/fix work; different bugs and different files." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export tests and Mistral4 fixes are not the same bug or change." + "reason": "Executorch dynamic-shape test and Mistral4 test fix are not the same underlying change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing and new-model scaffolding are unrelated." + "reason": "Different domains: exportability testing vs adding MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM and fixing `cls.config` resolution are unrelated code changes." + "reason": "New model addition vs class annotation resolution order fix; no overlap in bug or implementation." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "A new model addition and Falcon output-interface refactor are different changes with no shared underlying issue." + "reason": "New model addition and Falcon output-interface refactor are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-capture refactoring and the model-creation skill are entirely unrelated." + "reason": "Falcon refactor vs model-creation skill docs; documentation-only PR is not a duplicate of code refactoring." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactoring and Mistral4 test fixes do not address the same concrete code-path problem." + "reason": "Falcon interface refactor and Mistral4 test fixes are different concrete changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and `layrnorm` renaming are different fixes, even if both touch model code." + "reason": "Mistral4 tests/fixes are unrelated to the layrnorm->layernorm renaming sweep." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 fixes and class-annotation resolution ordering are unrelated changes." + "reason": "Mistral4 test fixes and audio/video processor docs are unrelated." }, { - "left": "pull_request:43823", - "right": "pull_request:44827", + "left": "pull_request:44827", + "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM support and Mistral4 test fixes are not the same underlying change; broad model-related similarity is insufficient." + "reason": "Different problems: Mistral4 tests vs config resolution order in modeling_utils." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes and the model-creation skill are unrelated; one is product code, the other is tooling/documentation." + "reason": "Model tests/fixes are not the same as the model-creation skill draft documentation." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A new model implementation and the model-creation skill are different artifact types and different concerns." + "reason": "New model implementation vs documentation skill content; not the same code-path." }, { - "left": "pull_request:44827", - "right": "pull_request:45213", + "left": "pull_request:43823", + "right": "pull_request:45795", "accept": false, - "reason": "These do not fix the same code-path problem; one is a model test fix, the other is an authoring skill." + "reason": "New model implementation vs docs for audio/video processors; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to forward supported `cross_entropy` kwargs for the same issue 43240, with near-identical intent and patch shape." + "reason": "Both PRs patch the same function in the same file for the same issue target (43240), with nearly identical cross-entropy kwargs plumbing." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are grounded in the packet. The only accepted pair, #43251/#43254, shares the same file, the same issue target (43240), and the same `fixed_cross_entropy` fix, so it is mergeable as one bugfix PR. The false pair rejections stay conservative and do not overclaim shared bugs beyond broad thematic similarity." + "feedback": "Grounded overall. The only accepted soft-edge pair is well-supported: PR 43251 and PR 43254 modify the same function in the same file and share the same issue target, so they look mergeable into one bugfix PR. The other false verdicts are conservative and consistent with the packet." }, "evaluator_used": true, "retried": false, @@ -16073,7 +16212,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "198f65ccaecf6b2962612499b17155cd40f59657bbb0562e912ca10cadb0ab74", + "prepared_review_unit_hash": "3d77cf12bf8535465e65b14a6774d62543ed1923f5ccafc2c66f0c4d64b7addf", "component_budget": { "node_count": 2, "item_count": 2, @@ -16095,18 +16234,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are about VibeVoice, but they are not the same change: one is the initial VibeVoice integration, while the other is a separate realtime extension with additional acoustic-tokenizer and generation work. They share subsystem files, but not a single concrete bug/fix or mergeable duplicate scope.", - "confidence": 0.89, + "summary": "Two related VibeVoice PRs, but they are not the same change set: one implements the base model, the other adds a realtime variant plus acoustic tokenizer support. The overlap is mostly shared model scaffolding, not a single fix/feature.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the earlier, broader base implementation of VibeVoice and has substantial review activity; it looks like the main integration work rather than a later variant.", + "canonical_pr_reason": "PR #40546 is the broader base implementation and appears to be the primary foundational PR in this cluster; #42781 is a later, draft realtime extension built on top of the same model family.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best representative PR for this cluster because it is non-draft, more mature, and covers the core VibeVoice integration. PR #42781 is a draft realtime follow-up with distinct scope.", + "best_pr_reason": "PR #40546 is the better representative of the cluster because it is the core VibeVoice implementation, while #42781 is a more specialized follow-up that depends on the same codebase but targets a different capability.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: despite overlapping VibeVoice files, these are different scopes\u2014initial VibeVoice integration vs. realtime VibeVoice/acoustic-tokenizer work. They do not appear to fix the same concrete code-path problem or be safely merged into one PR." + "reason": "Shared filenames are mostly VibeVoice plumbing and docs, but #40546 implements VibeVoice generally while #42781 adds VibeVoice Realtime and an acoustic tokenizer. They do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." } ] }, @@ -16136,7 +16275,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "c82a402400a94c38894cbbcb590568918b9200f0c4191ca28f1a6a3ea9ca9f49", + "prepared_review_unit_hash": "634c2e716e6379f1b84285851c0d88e5f93500bf0d550fb4035022a0c6c521b2", "component_budget": { "node_count": 2, "item_count": 2, @@ -16158,18 +16297,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families, so they should not be clustered as duplicates.", + "summary": "These two PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not fix the same bug or implement the same change, so they should not be clustered as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PR #40755 adds TimesFM covariate forecasting, while PR #41224 adds DINOv3 image-classification support; they address different code paths and can\u2019t plausibly be merged into one PR.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other. If a representative is needed, #41224 is the more narrowly scoped model-support addition, but it is not a canonical choice for deduping this pair.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and changesets: TimesFM covariate forecasting vs. DINOv3 image-classification support. No shared underlying bug or fix." + "reason": "Different models and different feature areas; no shared underlying code-path problem or mergeable single PR." } ] }, @@ -16264,12 +16403,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "637b2d30c283971fc498924e36f9ae11a6c2aa8ac9170d0274d744c525f33a90", + "prepared_review_unit_hash": "6e10151ca53d8f203244d5baee8d313443a77102744aa26aaa7309f2c5ae16cc", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10427, + "serialized_chars": 10428, "estimated_input_tokens": 2607, "estimated_eval_tokens": 5470 }, @@ -16277,7 +16416,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10427, + "serialized_chars": 10428, "estimated_input_tokens": 2607, "estimated_eval_tokens": 5470 }, @@ -16286,24 +16425,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate model-addition PRs for different models (DeepSeek OCR, Isaac, Kimi2-6). They share Transformers boilerplate and registry updates, but not the same underlying bug or mergeable code-path fix.", + "summary": "These are three separate new-model addition PRs, not duplicates. They share Hugging Face model-registration scaffolding, but each targets a different model family and code path: DeepSeek OCR, Isaac, and Kimi2-6.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 41797 is the strongest representative of the cluster: it is the earliest, has the most discussion/review activity, and includes the broadest end-to-end model integration (docs, config, modeling, processing, tests, and repo checks).", + "canonical_pr_reason": "No canonical PR: the cluster contains distinct model additions rather than multiple patches for the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 41797 is the best cluster representative for triage because it is the most mature and feature-complete of the three, but it should not be treated as a duplicate of the others.", + "best_pr_reason": "41797 is the strongest standalone representative: it has broad, self-contained DeepSeek OCR implementation coverage and the most review activity, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model integrations: DeepSeek OCR vs Isaac. Shared auto-registry/docs boilerplate is not enough to indicate the same underlying change or a mergeable single PR." + "reason": "Different model additions (DeepSeek OCR vs Isaac). The overlap is only in shared auto-registration/docs plumbing, not the same code-path fix or change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions for different code paths and model families (Isaac vs Kimi2-6). The overlap is only in standard model-registration scaffolding, so this is not a duplicate." + "reason": "Different model additions (Isaac vs Kimi2-6) with different processors/tokenizers and model code; they are not plausibly mergeable into one PR as the same underlying change." } ] }, @@ -16333,12 +16472,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "094d9afe06571ed4c4f1cf9f3857684abea9e9db174c9f1f1c76cdf360026622", + "prepared_review_unit_hash": "93c54ffdb86339e7cdbe34b4386d5b866f01668d943f5930b33838549bcb807f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5933, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16346,7 +16485,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5933, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16355,18 +16494,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both are broad GitHub Actions maintenance PRs, but they target different upgrade goals and different action ecosystems: one is for Node 24 compatibility across many workflow actions, the other is specifically bumping docker/build-push-action and related workflow actions to latest versions. They overlap in some files, but they do not look like the same underlying change.", - "confidence": 0.89, + "summary": "These are related GitHub Actions dependency bump PRs, but they address different actions and different failure modes. PR 42975 is a broad Node 24 compatibility upgrade across many workflows; PR 42976 is a narrower docker/build-push-action upgrade for docker image workflows. Not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42975 is the broader umbrella change, touching many workflows and multiple core actions for Node 24 compatibility, so it is the better representative PR for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative of a broad workflow-actions upgrade because its title and diff indicate a cohesive compatibility-driven sweep across many workflows, rather than a narrower dependency bump.", + "best_pr_reason": "PR 42975 is the most central and comprehensive of the two; it spans more workflows and a wider compatibility upgrade than the docker-only action bump in 42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different concrete upgrade targets and intent: 42975 is about Node 24 compatibility for several GitHub Actions, while 42976 updates docker/build-push-action and related actions to latest versions. Shared workflow filenames alone are not enough to treat them as the same change." + "reason": "Both are workflow dependency upgrades, but they change different actions in different code paths: 42975 upgrades checkout/cache/upload-artifact and related workflow actions, while 42976 upgrades docker/build-push-action in docker build workflows. They are related maintenance, not the same underlying change and would not be merged as one PR." } ] }, @@ -16403,7 +16542,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "33d9b794caa391a844c280c68b985ec396f59201dd5b939bf5b00036260737b3", + "prepared_review_unit_hash": "933a099f96ae07090ee4a6f4222902e9069727651c29f977fa4a03faf88a2931", "component_budget": { "node_count": 4, "item_count": 4, @@ -16425,48 +16564,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are model-introduction changes with similar boilerplate (docs, auto registries, tests), but they target different architectures and code paths, so they are not duplicates.", + "summary": "These PRs are separate model-addition efforts, not duplicates: ViT NEPA, Molmo, Molmo2, and CTSM each introduce a different architecture and supporting files/tests. The shared docs/auto-registration changes are boilerplate for adding new models, not evidence of the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No PR is a true canonical duplicate here; if a representative is needed, #43451 (Molmo2) is the most feature-complete of the set, but it is still a distinct model addition rather than the same change as the others.", + "canonical_pr_reason": "No duplicate canonical PR: the four PRs target different models and code paths, so there is no single underlying change to canonicalize.", "best_issue_reason": null, - "best_pr_reason": "#43451 has the broadest scope and most complete implementation/test coverage among these model-addition PRs, but it should only be considered a representative example, not a duplicate of the others.", + "best_pr_reason": "PR 43451 (Molmo2) is the strongest standalone representative of the cluster because it is the most comprehensive and review-heavy model-addition PR, with broader support files (image/video processing, auto mappings, docs, tests).", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo) and different implementation files; shared auto/docs scaffolding is expected for model additions, not evidence of the same fix." + "reason": "Different models (ViT NEPA vs Molmo). Shared auto/docs plumbing is expected for model onboarding, not a shared bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families and separate code paths; both are new model integrations, but not the same underlying bug or change." + "reason": "Different models (ViT NEPA vs Molmo2) and different implementation stacks; not plausibly mergeable as one fix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions; overlap is limited to generic registry/docs updates." + "reason": "Different models (ViT NEPA vs CTSM). Overlap is limited to generic registration/docs updates." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct models with separate modeling, processing, and conversion code; similar naming is not enough to treat them as duplicates." + "reason": "Molmo and Molmo2 are distinct model families with separate configs, processors, and tests; they are not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM address different architectures and tasks; the shared files are generic integration points only." + "reason": "Molmo vs CTSM are unrelated model additions. Similar touched files reflect shared framework integration, not duplication." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated additions with different model code and tests, so they should not be merged as one PR." + "reason": "Molmo2 and CTSM are different model implementations with different processing paths and test suites; not a duplicate pair." } ] }, @@ -16499,12 +16638,12 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "4bd63e3ce0ba4d6196f6ca455d8cdbb8eed03a08abbbf139848acc0d6361da4d", + "prepared_review_unit_hash": "999f067dd138cf2f3f7b0417c8f551c9d4432a4b252b6d04b8dd4632e1a9062d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7090, + "serialized_chars": 7091, "estimated_input_tokens": 1773, "estimated_eval_tokens": 3802 }, @@ -16512,7 +16651,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7090, + "serialized_chars": 7091, "estimated_input_tokens": 1773, "estimated_eval_tokens": 3802 }, @@ -16521,30 +16660,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: 43291 fixes Whisper decoding/tests, 43665 is test-only edits for CLIP/ViT, and 44815 is a separate FP8/dequantization fix. The only close-looking pair (43665, 44815) shares superficial test similarity, but they do not target the same bug or code path.", - "confidence": 0.95, + "summary": "No pair appears to be the same underlying bug or change. PR 44815 is the strongest standalone fix; the other two are unrelated test/model-specific changes, with 43665 looking especially test-only and not mergeable with the others.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the best representative of the cluster because it is the most substantive and clearly scoped code fix (core loading + FP8 integration), whereas the other two are either unrelated or mostly test-focused.", + "canonical_pr_reason": "PR 44815 is the most concrete, code-level fix with a clear cross-file dequantization path and supporting loader/kernel changes; the other PRs are narrower and less clearly substantive.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the strongest standalone PR in this set: it contains a concrete implementation fix across real library code and is the least ambiguous artifact to keep as the representative.", + "best_pr_reason": "PR 44815 is the best representative of the cluster because it addresses a specific runtime/code-path problem in model loading and FP8 dequantization, rather than just tests or an ambiguous Whisper test tweak.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decoding fix vs CLIP/ViT test edits; they do not share the same underlying bug or change." + "reason": "Different scopes and models: Whisper tokenizer/decode behavior versus CLIP/ViT test edits. They do not look like the same bug or a single mergeable PR." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper timestamp decoding fix is unrelated to the FP8/dequantization changes in Mistral/core loading." + "reason": "Whisper decode/timestamp handling is unrelated to FP8 dequantization and model loading. No shared concrete code path." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Despite superficial test similarity, one PR is test-only while the other fixes a concrete FP8 dequant/code-loading path; not the same change." + "reason": "Test-only CLIP/ViT edits are unrelated to FP8 quantization/dequant loading fixes. They would not plausibly be merged as one PR." } ] }, @@ -16574,7 +16713,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "e276e3d6d9764082ce4ef62e71b25725baf02482561397ed4ada3d7948e50598", + "prepared_review_unit_hash": "edef2ca87041b8e1c6fd6ffa0b5252c67b2ece5b43d221b8c19d3586eea34b41", "component_budget": { "node_count": 2, "item_count": 2, @@ -16596,18 +16735,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one is a bot/checker version-format test PR focused on setup/version/dependency plumbing, while the other is a broader CI/workflow and test-helper change with a different purpose. The shared vit test file is incidental.", - "confidence": 0.94, + "summary": "These two PRs are not duplicates: they share one test file, but one is a setup/version bot-check change while the other rewires CI/workflow and testing utilities. The overlap looks incidental rather than the same underlying fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the better representative of the cluster because it contains the broader, more substantive change set and clearer cross-file context; #43488 looks like a narrow repo-bot validation PR.", + "canonical_pr_reason": "No canonical duplicate PR: the PRs target different areas and goals, with only a shared Vit test file in common.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the best standalone PR candidate for this cluster: it has the richer implementation context and is less clearly a one-off validation change than #43488.", + "best_pr_reason": "PR #43532 is the better representative of the cluster because it is the larger, more substantive infrastructure/testing change; PR #43488 is mostly a narrow setup/version/test-dependency tweak.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different underlying changes: #43488 is a setup/version-format bot-check PR, while #43532 changes CI workflows and test utilities. Shared vit test edits do not indicate the same bug or mergeable fix." + "reason": "Reject: they do not fix the same concrete problem. #43488 changes setup/versioning and adds pytest-random-order, while #43532 changes GitHub workflow behavior plus testing/notification utilities; the shared Vit test file is incidental." } ] }, @@ -16637,12 +16776,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "07af33b8685871f0524040d351b3709d306b32c81e9c8220631dfe90fa132022", + "prepared_review_unit_hash": "0e828c5ff42329c59bafc88105762da5ea7b4524ecec4801e3ada73eb534de8b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16650,7 +16789,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16659,18 +16798,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature PRs for different promptable segmentation pipelines. They share some documentation/registration boilerplate, but the titles, model integrations, and test files indicate distinct functionality rather than one underlying change.", + "summary": "These are two distinct feature PRs for different pipelines: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share scaffolding files and pipeline docs, but they target different tasks, models, tests, and code paths, so they should not be merged as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation; they are different features and not mergeable as a single fix/change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduping this cluster, since the PRs target different segmentation pipelines and different model paths.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Do not merge: despite shared docs and pipeline-registration files, these PRs implement different pipelines with different model/test coverage (SAM3 vs SAM/SAM2/EdgeTam), so they are not the same underlying change." + "reason": "Different concrete features and implementations: concept segmentation vs visual segmentation. Shared docs/registry/test scaffolding is expected for new pipeline additions, but they do not fix the same bug or represent the same change set." } ] }, @@ -16700,7 +16839,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "675e85e3ab92fabf57034cd50195b2864626bf53cbe2bf37ef734ffe5331a64e", + "prepared_review_unit_hash": "238107644ce2b6499f93b4c021f8be2e298a08c656dd30a5ea2d137b4bff177c", "component_budget": { "node_count": 2, "item_count": 2, @@ -16722,18 +16861,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs only share `src/transformers/trainer.py`; they address different trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering for custom trainers/PEFT. They are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.97, + "summary": "Both items are separate Trainer enhancements in the same file: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They do not appear to fix the same bug or implement the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43651 is the stronger canonical representative because it introduces a concrete trainer behavior change with an explicit API hook for loss scaling, whereas 43663 is a separate internal refactor for column filtering.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43651 is the best overall fit because it addresses a clear runtime training behavior and is more directly user-facing than the signature-column refactor in 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and goals: one changes loss scaling behavior in `training_step`, the other refactors signature-column inspection for dataset column filtering. Same file/subsystem is not enough to treat them as duplicates." + "reason": "Same broad subsystem and same file, but they address different code paths: gradient-accumulation loss normalization vs. dataset column filtering. Not the same underlying bug/change." } ] }, @@ -16765,7 +16904,7 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "bc71e5147f9a4afcc4e187eb1399de191cdb20a12c23550768337a1579e60821", + "prepared_review_unit_hash": "e50b75e5665b49d420822d838f7ce00dfb7970921160934da8c96fe4b6ab3cb1", "component_budget": { "node_count": 3, "item_count": 3, @@ -16787,30 +16926,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs appear to be alternative fixes for the same TypeAdapter/pydantic annotation NameError in `src/transformers/cli/serve.py` (43836 and 43842). The third PR (43656) looks related in file and symptom family but is tied to a different issue target and a broader type-annotation cleanup, so I would not merge it as a duplicate of the others.", - "confidence": 0.78, + "summary": "All three PRs target import-time NameError problems in `src/transformers/cli/serve.py` caused by type annotations/TypeAdapter handling. The two later PRs are very close variants of the same fix, and the earliest PR is in the same code path but broader.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the clearest, most specific fix for the concrete runtime bug: it directly addresses the TypeAdapter NameError when pydantic is absent and keeps the change narrowly scoped.", + "canonical_pr_reason": "PR 43842 is the cleanest, most focused representation of the bug: it directly guards the `TypeAdapter` reference for the pydantic-absent path without the extra annotation cleanup seen in the other PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because its title and diff align tightly with the underlying failure mode, while 43836 is a broader/less precise variant and 43656 appears to be a different annotation-related fix.", + "best_pr_reason": "PR 43842 best captures the concrete failure mode and the minimal fix in `serve.py`, making it the strongest representative of the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Same file and similar symptom family, but the issue targets differ and 43656 looks like a broader annotation/type-hint cleanup rather than the same concrete pydantic-less TypeAdapter fix." + "accept": true, + "reason": "Both are fixes for the same import-time NameError in the CLI serve module caused by runtime-evaluated annotations; the patches are alternative ways to prevent the same failure path." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both target the same issue and patch the same Serve CLI TypeAdapter NameError in `serve.py`; they look like alternative implementations of the same underlying fix." + "reason": "These address the same `TypeAdapter`/annotation NameError in the same file and are effectively alternative implementations of the same fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The 43836/43842 pair has shared issue-target evidence and clearly looks mergeable as alternative fixes for the same Serve CLI TypeAdapter/pydantic bug. The 43656/43842 pair only shares filename/symptom family and has a different issue target, so treating it as non-duplicate is appropriately cautious." + "feedback": "The cluster summary is conservative and supported by the packet: all three PRs touch `src/transformers/cli/serve.py` and concern import-time `NameError` issues around annotations/`TypeAdapter`. The distinction between the two later PRs as close variants of the same fix is well grounded. The soft-edge accept for 43656 vs 43842 is a bit weaker than the other pair, but it is still plausible and not overstated given the shared file, titles, and bug pattern." }, "evaluator_used": true, "retried": false, @@ -16935,8 +17074,8 @@ "pull_request:44066|pull_request:44072", "pull_request:44013|pull_request:44044", "pull_request:44066|pull_request:44086", - "pull_request:44018|pull_request:44068", "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", @@ -16954,8 +17093,8 @@ "pull_request:44071|pull_request:44085", "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", - "pull_request:44059|pull_request:44722", "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44161", @@ -16967,8 +17106,8 @@ "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44059|pull_request:44068", - "pull_request:44018|pull_request:44059", "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", "pull_request:44073|pull_request:44161", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -17000,427 +17139,355 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "54e108b074373871b2eafba14a246658776d5896e96edbd843a639051789778d", + "prepared_review_unit_hash": "e12447c3a2ef77cf738e4c2ec42c43b59783ee3f62706f2d75bd75228fa3d995", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84498, - "estimated_input_tokens": 21125, - "estimated_eval_tokens": 42506 + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76930, - "estimated_input_tokens": 19233, - "estimated_eval_tokens": 38722 + "serialized_chars": 76939, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a broad family of output-tracing refactors across many models, but only two clear duplicate subgroups stand out: GPT-J/CodeGen and GPT-Neo. The rest are same-pattern migrations in different code paths and should stay separate; there is no single cluster-wide canonical PR.", - "confidence": 0.63, + "summary": "This cluster is mostly model-specific PRs that all migrate different architectures to the new standardized output-tracing/decorator pattern. They are not duplicates across models; only the GPT-J and GPT-Neo pairs look like true overlap within the same code path.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #44007 is the strongest anchor: it is explicitly issue-linked, clearly implements the standardized output-tracing refactor, and spans multiple related model files in one coherent change set.", "best_issue_reason": null, - "best_pr_reason": "44722 is the best representative of the clearest duplicate subgroup: the GPT-J/CodeGen output-tracing refactor. It covers the same concrete code path as 44066 and 44085, while the rest of the cluster is too mixed to support one universal canonical PR.", + "best_pr_reason": "PR #44007 is the best overall representative for this cluster because it is issue-linked and the clearest, most complete example of the standardized output-tracing migration pattern.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; same refactor theme only." + "reason": "Different model families; similar tracing refactor wording is not enough to treat them as the same change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families; only the output-tracing migration pattern overlaps." + "reason": "Different architectures and code paths; both are output-tracing refactors, but not the same underlying bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor family in the same core file, with near-identical decorator migration." + "reason": "Both touch GPT-J output tracing in the same code path; 44066 also includes CodeGen, but the GPT-J refactor substantially overlaps and could plausibly be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet/RT-DETR versus EfficientNet; unrelated model implementations." + "reason": "Different models and implementations; same broad refactor theme, but not the same concrete change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet versus GPT-J/CodeGen; same migration style, not the same concrete change." + "reason": "EfficientNet vs GPT-J/CodeGen; same migration style, but unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; different code paths." + "reason": "GPT-J/CodeGen versus EfficientNet; not the same underlying bug or change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 versus DeBERTa V2; different subsystems and fixes." + "reason": "MobileNetV2 and DeBERTaV2 are separate model implementations with different output-tracing migrations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; only the refactor pattern matches." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in modeling_gpt_neo.py and look like the same underlying change family." + "reason": "Different model families; both refactor output collection, but they are unrelated changes." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; different model code paths." + "reason": "GPT-J/CodeGen and MPT are distinct code paths; this is only thematic similarity." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model code path, so they look like overlapping implementations of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; related tooling, but not the same concrete model change." + "reason": "GPT-J/CodeGen versus GPT-Neo; similar standardized-decorator work, but not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; same category of migration, but different model changes." + "reason": "GPT-Neo and GPT-J are different model families; shared refactor style does not make them duplicates." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen; unrelated implementations." + "reason": "ResNet versus GPT-J/CodeGen; unrelated concrete code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR versus GPT-J/CodeGen; shared refactor language only." + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations, so this is not the same change." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet versus GPT-J; different model-specific refactors." + "reason": "ResNet and GPT-J refactors are separate migrations, not one underlying fix." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo versus ResNet; same pattern, different concrete code paths." + "reason": "GPT-Neo versus ResNet; same pattern, different model-specific change sets." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; not the same bug/change." + "reason": "ResNet and MPT are separate output-tracing migrations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; different model families." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; related refactor theme, not the same specific change." + "reason": "GPT-Neo versus GPT-J/CodeGen; same refactor theme, but different concrete model migrations." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT versus GPT-J/CodeGen; unrelated code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo versus Flaubert; only the standardized-output theme matches." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo versus MGP-STR; different models." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo versus GPT-J; same migration class, but not the same concrete fix." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo versus MGP-STR; not the same bug or change." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT versus GPT-J; different model-specific refactors." + "reason": "MPT and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 versus MGP-STR; unrelated model implementations." + "reason": "GPT-2 and MGP-STR are different model code paths; only the refactor style matches." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; only broad output-tracing migration overlaps." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-2 versus GPT-J/CodeGen; not the same code-path problem." + "reason": "GPT-J and MGP-STR are separate model migrations, not the same bug/change." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT versus Flaubert; unrelated model changes." + "reason": "ViLT and Flaubert/XLM are different model families with different output-handling changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus MPT; different model families." + "reason": "GPT-2 versus GPT-J/CodeGen; same standardization theme, but not the same concrete change." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer versus GPT-J/CodeGen; no shared concrete fix." + "reason": "SegFormer and GPT-J/CodeGen are unrelated model-specific migrations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer versus LongT5; same refactor family only." + "reason": "SegFormer and LongT5 touch different code paths; same umbrella refactor only." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer versus VisualBert; different models and changes." + "reason": "SegFormer and VisualBert are separate model refactors." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo versus MPT; only the decorator migration overlaps." + "reason": "GPT-Neo and MPT are different architectures; not the same change." }, { "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT versus MGP-STR; unrelated implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet versus VisualBert; different concrete code paths." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "SegFormer versus MPT; not the same change." + "reason": "MPT and ImageGPT are unrelated model-specific migrations." }, { - "left": "pull_request:44073", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert versus Flaubert; different model-specific refactors." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 versus MPT; unrelated model implementations." + "reason": "TextNet and Flaubert/XLM are different code paths and model families." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT-2 versus GPT-Neo; same migration category, not the same fix." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo versus GPT-2; different model code paths." + "reason": "RegNet and SegFormer are different vision models; only the refactor style overlaps." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "MPNet versus Flaubert; unrelated model changes." + "reason": "RegNet and MPNet are separate model migrations." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "VisualBert versus LongT5; same standardization theme only." + "reason": "MPT and SpeechT5 are unrelated concrete changes." }, { - "left": "pull_request:44101", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert versus LongT5; not the same underlying bug/change." + "reason": "CVT/FNet and LongT5 are different model code paths." }, { - "left": "pull_request:43997", + "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "RegNet versus SegFormer; different concrete implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet versus MPNet; unrelated code paths." + "reason": "CVT/FNet and SegFormer are separate migrations." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert versus MPT; different models." + "reason": "SqueezeBERT and MPT are unrelated model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert versus VisualBert; not the same fix." + "reason": "SqueezeBERT and VisualBert are different model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo versus SpeechT5; different model families." + "reason": "GPT-Neo and SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet versus TextNet; unrelated model implementations." + "reason": "RegNet and GPT-Neo are different models; same refactor theme only." }, { "left": "pull_request:43997", - "right": "pull_request:44129", - "accept": false, - "reason": "RegNet versus SpeechT5; no shared concrete bug or change." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", + "right": "pull_request:44161", "accept": false, - "reason": "MPT versus SpeechT5; different code paths." + "reason": "RegNet and LongT5 are unrelated migrations." }, { - "left": "pull_request:43996", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet versus LongT5; same refactor theme only." + "reason": "TextNet and LongT5 are different model code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "CVT/FNet versus SegFormer; different models and changes." + "reason": "RegNet and TextNet are separate model-specific output-tracing changes." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert versus DeBERTa V2; unrelated model-specific refactors." + "reason": "SqueezeBERT and DeBERTaV2 are unrelated model refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 versus TextNet; different code paths." + "reason": "DeBERTaV2 and TextNet are different model families." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen refactor family with matching files and near-identical output-tracing changes." + "reason": "Both are GPT-J output-tracing refactors over the same code path, and the overlap is close enough that they could plausibly be merged into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both center on the same GPT-J output-tracing refactor and touch the same core file." + "reason": "Both target GPT-J output tracing in the same file, with highly overlapping standardized-decorator changes." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J versus SpeechT5; different implementations." + "reason": "GPT-J and SpeechT5 are unrelated model migrations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT versus RegNet; different model families." + "reason": "CVT/FNet and ResNet/RegNet/RT-DETR are different model families and code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT versus SpeechT5; unrelated changes." + "reason": "CVT/FNet and SpeechT5 are unrelated changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa V2 versus SpeechT5; different code paths." + "reason": "DeBERTaV2 and SpeechT5 are separate model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa V2 versus VITS; same migration style only." + "reason": "DeBERTaV2 and ViT-S are different code paths; same refactor pattern is not enough." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet versus ImageGPT; different model-specific refactors." + "reason": "FocalNet and ImageGPT are different models; these are parallel migrations, not duplicates." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall clustering is mostly conservative, but there are precision issues that make this too strong to accept. In particular, the pair 44018 vs 44068 is misdescribed in the reason text (44068 is GPT-Neo, not GPT-J/CodeGen), and the summary overstates exclusivity by implying only two duplicate families exist when the packet supports a mixed set of related refactors rather than a single clearly duplicate anchor. The true-pair judgments for the GPT-J/CodeGen and GPT-Neo subgroups may be reasonable, but the writeup is not precise enough throughout." + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls stay conservative overall. The accepted overlaps are limited to the same model code paths (GPT-J and GPT-Neo), while the rejects correctly treat other model-family matches as only thematic similarity. The anchor choice of PR #44007 is also supported by its explicit issue link and coherent multi-file change set." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17452,64 +17519,64 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "cedeed713c3001df802e72c64471a0a2a4d7c086f47a78b41f158ac19f8db9c6", + "prepared_review_unit_hash": "21ad35761be65b328f074753a2646c2320dcd45542da946315ab03e0920af650", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84498, - "estimated_input_tokens": 21125, - "estimated_eval_tokens": 42506 + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "serialized_chars": 13064, + "estimated_input_tokens": 3266, + "estimated_eval_tokens": 6788 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all model-specific refactors to standardized output tracing/capture_outputs, but they touch different architectures and code paths. They look thematically similar, not like duplicate fixes or mergeable PRs for the same concrete change.", - "confidence": 0.91, + "summary": "These PRs are all model-specific refactors toward standardized output capturing, but they touch different code paths and models. They look related by pattern, not duplicates of the same change, so none of the soft edges should be merged.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is a clean representative of the cluster theme: a single-model output-tracing refactor with the standardized capture_outputs/can_return_tuple pattern, without extra cross-model or issue-specific context.", + "canonical_pr_reason": "PR 44073 is the cleanest representative of the shared refactor pattern: it introduces the capture_outputs/can_return_tuple plumbing in a single model without extra scope beyond the output-tracing migration.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best global representative because it most clearly expresses the shared refactor intent in a concise, model-local way; however, it should not be treated as a duplicate of the others.", + "best_pr_reason": "PR 44073 is the best single representative of this cluster\u2019s theme, but only as an exemplar; it is not a duplicate of the others because the underlying model code paths differ.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same general refactor pattern, but different models (VisualBERT vs TextNet) and different files/code paths; not the same underlying change." + "reason": "Both are output-tracing refactors, but they target different models (VisualBert vs TextNet) and different files/tests; same pattern, not the same concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both migrate output tracing, but they are independent model implementations with different tracing targets and local refactors; too broad to merge as duplicates." + "reason": "Different model implementations (MPNet vs VisualBert) with separate tracing plumbing; related refactor style, but not one mergeable fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Shared decorator/capture_outputs migration pattern only; different models and separate implementation details, so not the same concrete fix." + "reason": "MPNet and TextNet are separate model ports with distinct output-capture integration details, so these are not duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "Both are standardized output-tracing migrations, but RegNet and SqueezeBert are unrelated model code paths and these are separate PRs." + "reason": "RegNet and SqueezeBert are unrelated model-specific refactors; they share a migration theme but not the same bug or code path." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert decorator refactor and SpeechT5 output-capture refactor are different model-specific changes; the shared tracking theme is too broad for duplication." + "reason": "SqueezeBert and SpeechT5 each modify different model internals; similar output-tracing cleanup, but not a single underlying change." } ] }, @@ -17589,274 +17656,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "91820ce34909c88a5daf34498e99decc1463c508992c5d4457fd954c1b10683b", + "prepared_review_unit_hash": "a28c0fa4c7710e1353130f74d48df0674e468c8ef58740613074ea3359b4beb0", "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": 40171, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40177, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40171, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a broad \"output tracing\" refactor theme, but they target different model implementations and code paths. I do not see any exact duplicate PR pairs; they look like separate, model-specific cleanups rather than one mergeable change.", - "confidence": 0.94, + "summary": "This cluster is a set of parallel, model-specific output-tracing refactors. They share a theme and some utility imports, but they target different architectures and code paths, so they are not duplicates of the same underlying change. The broadest representative is PR 44003.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "No exact duplicate PR is present; if a representative anchor is needed, 44003 is the broadest model-family refactor because it spans both FalconMamba and Mamba output-tracing changes.", + "canonical_pr_reason": "PR 44003 is the broadest exemplar here: it updates two related model files and introduces the core output-capturing refactor machinery, making it the best representative anchor for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best overall representative of the cluster\u2019s core refactor pattern, but it still remains distinct from the other model-specific PRs.", + "best_pr_reason": "PR 44003 is the strongest single representative of the pattern because it is the most substantial refactor in the set and spans multiple files in one related model family.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and files; only the refactor style matches." + "reason": "Different model families (`timm_backbone` vs `upernet`) and distinct forward paths; same refactor theme, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Unrelated model code paths; shared output-tracing motif only." + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths; similar output-handling cleanup is not enough to merge them." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures; not the same underlying change." + "reason": "These are separate model implementations (`timm_backbone` vs `univnet`) with no shared bug or concrete code-path overlap." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Same refactor theme, but separate Mamba-family vs timm_backbone code paths." + "reason": "Different subsystems (`timm_backbone` vs `mamba/falcon_mamba`); both touch tracing utilities, but they fix separate model-specific forwards." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations; no shared bug or fix." + "reason": "`timm_backbone` and `rwkv` are unrelated model code paths; this is a shared refactor pattern, not one duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Mobilenet V1 vs UnivNet; same pattern, different change." + "reason": "`mobilenet_v1` and `univnet` are distinct architectures; each PR changes its own output contract separately." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models and filenames; not one concrete fix." + "reason": "Different models and different forward implementations; no evidence of one underlying bug." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Separate depth-anything family vs MobileNet V1 refactor." + "reason": "`mobilenet_v1` and `depth_anything` are separate model families; similar tracing refactor only." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder stacks; only the naming/theme overlaps." + "reason": "`mobilenet_v1` and `vision_encoder_decoder` do not share the same code path or concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Speech encoder-decoder and MobileNet V1 are unrelated code paths." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated wrappers/models; same theme, different changes." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated implementations." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated; output-tracing cleanup alone does not make them duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families; same refactor pattern only." + "reason": "Different model classes and different forward semantics; not the same concrete bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "No shared concrete bug; just a common tracing refactor style." + "reason": "These touch different subsystems (`vision_text_dual_encoder` vs `mamba/falcon_mamba`), so they should stay separate." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; not mergeable as one PR." + "reason": "`vision_text_dual_encoder` and `depth_anything` are different architectures; no shared duplicate fix is evident." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet vs UperNet; same output API cleanup, different code." + "reason": "`univnet` and `upernet` are separate model paths; both are output-refactor PRs but not the same change." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model code paths; not the same fix." + "reason": "Different model families and different implementation details; no reason to merge these as duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different architectures and targets; no exact overlap." + "reason": "`univnet` and `depth_anything` are unrelated model code paths; same refactor pattern is insufficient." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated; shared refactor motif only." + "reason": "`upernet` and `rwkv` are different models with different tracing behavior; not one underlying bug/change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Same broad theme, but distinct model families and changes." + "reason": "`upernet` and `mamba/falcon_mamba` are distinct code paths; these are separate model-specific refactors." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "FalconMamba/Mamba refactor vs SuperPoint; not the same change." + "reason": "`mamba/falcon_mamba` and `superpoint` do not share the same concrete forward path or bug." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different code paths and model stacks; only generic output cleanup overlaps." + "reason": "`mamba/falcon_mamba` and `codegen` are unrelated model implementations; the refactor intent is similar but the fixes are separate." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated model implementations." + "reason": "`timm_backbone` and `codegen` are different code paths and differ in both purpose and implementation." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet vs CodeGen; no shared concrete bug." + "reason": "`univnet` and `codegen` are distinct models; not the same underlying issue." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and forward paths; not a duplicate." + "reason": "`upernet` and `codegen` are separate model-specific refactors, not one mergeable fix." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen are unrelated." + "reason": "`vision_text_dual_encoder` and `codegen` do not share a concrete bug or code path." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are different code paths." + "reason": "`depth_anything` and `vision_encoder_decoder` are unrelated model families; similar output-tracing cleanup is not enough." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder are separate model families." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate wrappers/models with distinct forward logic." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models; same tracing refactor idea only." + "reason": "`depth_anything` and `superpoint` are different vision models and different code paths." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything vs RWKV are unrelated fixes." + "reason": "`depth_anything` and `rwkv` are unrelated architectures; same refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths; not the same underlying change." + "reason": "`depth_anything` and `dpr` are distinct models with separate output contracts." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated implementations." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths; no shared duplicate fix." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder variants; not one concrete fix." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are similar wrappers but still separate implementations and changes." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint touch unrelated code paths." + "reason": "`vision_encoder_decoder` and `superpoint` are different model families and do not look mergeable into one PR." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; same refactor style only." + "reason": "`vision_encoder_decoder` and `dpr` are distinct model code paths; similar refactor pattern only." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder vs SuperPoint are unrelated changes." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models; not the same underlying bug/change." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models and bug surfaces; not mergeable together." + "reason": "`speech_encoder_decoder` and `rwkv` are different architectures and forward paths." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder and DPR are distinct implementations." + "reason": "`speech_encoder_decoder` and `dpr` are separate model implementations; no duplicate evidence." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated model paths." + "reason": "`superpoint` and `rwkv` do not share the same concrete change, only a general refactor style." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models; no shared concrete fix." + "reason": "`superpoint` and `dpr` are unrelated models with different output behavior." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate code paths with only generic API cleanup in common." + "reason": "`rwkv` and `dpr` are separate model families; these should not be merged as duplicates." } ] }, @@ -17889,12 +17956,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "4d6acd145c2c5dd4c4c9ca0ab2a831955b42a020bac4e9216960f1eccbf865b3", + "prepared_review_unit_hash": "1272ab810d881b814803a9eee80da6492700d722b5176e7355be3aed56f63639", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, + "serialized_chars": 10913, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -17902,7 +17969,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, + "serialized_chars": 10913, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -17911,30 +17978,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are separate model-addition pull requests with similar scaffolding changes, but they target different models and code paths. The overlap is mostly generated boilerplate and auto-registration, not the same underlying bug or feature.", - "confidence": 0.97, + "summary": "All three pull requests are separate model-integration additions (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They overlap on shared Transformers registration/docs plumbing, but they do not fix the same concrete code-path problem and should not be merged as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45075 is the strongest representative of the cluster because it is a non-draft, more mature model-addition PR with broader implementation and review activity, but it is still not a duplicate of the others.", + "canonical_pr_reason": "PR 44662 is the best canonical representative because it is the most complete, non-draft model implementation with the largest implementation/test surface and strong review activity; the other PRs target different models entirely.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the best overall PR in the set for representative triage: it is complete, non-draft, and has the richest implementation/testing footprint. It is still not a merge candidate with the others because it introduces a different model.", + "best_pr_reason": "PR 44662 is the strongest standalone PR in the cluster: it is non-draft, appears substantially implemented, and is more review-mature than the other two. However, it is not a duplicate of them.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions (PenguinVL vs Voxtral TTS). Shared auto-registration/docs boilerplate is expected and does not indicate the same concrete change." + "reason": "Different models and different implementations: PenguinVL vs Voxtral TTS. Shared auto-mapping/docs files are generic integration plumbing, not evidence of the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Both are new model integrations, but for entirely different models and architectures. Similar file patterns are generic scaffold, not duplicate work." + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2). The overlap is only in common registration and documentation files, so they are not the same change." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations touching different backends and tests; they should not be merged as one PR." + "reason": "These add different model families with different code paths and tests. Similar repo-wide wiring does not make them duplicates." } ] }, @@ -17964,12 +18031,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "3069a7b9a6ed87b09415936843e0a9ff9a272303cd18aaff906c485376efe6eb", + "prepared_review_unit_hash": "6cfab1da37a7ed08131f004523a142ac768f2fb01d153da38707c4b699db578e", "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 }, @@ -17977,7 +18044,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17986,18 +18053,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Related fusion-feature PRs, but they implement different layers of the stack: one adds a generic Module Fusion API, the other adds KernelConfig-based n-to-1 kernel fusion plumbing and integration changes.", + "summary": "Both PRs concern \u201cfusion,\u201d but they target different abstractions and code paths: #44979 introduces a generic Module Fusion API, while #45363 adds kernel-based n-to-1 fusion through KernelConfig and integration points. They are related in theme, not the same change.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No duplicate PR pair here; #44979 is a low-level API scaffold for module fusion, while #45363 is a separate end-to-end kernel-fusion implementation using KernelConfig.", + "canonical_pr_reason": "#45363 is the more concrete, end-to-end implementation PR: it wires KernelConfig through model loading/integrations and includes an example. #44979 is a separate generic API layer for module fusion.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the better cluster anchor because it is the broader, user-facing integration PR and includes the actual loading/inference path changes plus an example; #44979 is just the foundational API file.", + "best_pr_reason": "#45363 is the strongest representative of the cluster because it contains the most explicit user-facing fusion workflow and touches the actual runtime path. #44979 is a distinct API proposal rather than the same code-path change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related topic, but not the same concrete change: #44979 introduces a module-fusion API, while #45363 implements KernelConfig-driven n-to-1 kernel fusion across modeling/integration code. They would not plausibly be merged as one PR." + "reason": "Different underlying changes: generic module-fusion API vs kernel-config-driven n-to-1 fusion. They share a broad topic but not the same concrete bug or mergeable PR." } ] }, @@ -18027,7 +18094,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "c3016c152df81ad7707816a18209d16524ad6b4505366d2b8965e639fe1156f6", + "prepared_review_unit_hash": "31e08d33267ea82ff71dbc4bd4fff888d806d2303c2f8284c18665df4b97f5b9", "component_budget": { "node_count": 2, "item_count": 2, @@ -18049,18 +18116,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex patching AttributeError in the same code path; 45317 is the more complete version because it includes the same fix plus test coverage.", - "confidence": 0.98, + "summary": "Both PRs patch the same Mistral regex bug in the same code path; 45317 is the more complete version because it includes the same fix plus tests.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR: it implements the same fix as 45086 and adds tests in `tests/models/auto/test_tokenization_auto.py`, making it the more complete and merge-ready change.", + "canonical_pr_reason": "45317 is the stronger canonical PR: it implements the same AttributeError fix as 45086 and also adds test coverage, making it the more complete representative.", "best_issue_reason": null, - "best_pr_reason": "45317 is the strongest overall PR because it addresses the bug with the same code change as 45086 and includes validation via tests, while still targeting the same explicit issue 45081.", + "best_pr_reason": "45317 is the best representative overall because it targets the same concrete bug as 45086 but is more polished and verified with tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug in `_patch_mistral_regex`, same file, same code-path fix, and 45317 is essentially the same patch with added tests; these are duplicates/overlapping fixes that could plausibly be merged into one PR." + "reason": "Accept: both PRs change the same file and the same _patch_mistral_regex logic to fix the same AttributeError; 45317 is effectively an expanded version of 45086 with tests." } ] }, @@ -18090,7 +18157,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "40ceec4cbe2cb54541b1ad8f0de3da302f6dbf471ae4209257c1f52626de71d1", + "prepared_review_unit_hash": "c0b4f6145aacbe1a0350c65719a034ae66089af50b36c221d200bddd466cf911", "component_budget": { "node_count": 2, "item_count": 2, @@ -18112,18 +18179,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related to Nemotron H, but they are not the same change: one is a focused checkpoint conversion/mapping refactor, while the other is a broader model split and documentation/update PR. I would not deduplicate them.", - "confidence": 0.94, + "summary": "Both PRs are about Nemotron H, but they target different changes: one is a conversion/refactor step for NemotronH \u2192 GraniteMoeHybrid-compatible weights, while the other splits Nemotron H into dense/sparse model variants and updates docs/auto mappings. They are related, but not the same concrete fix or mergeable into one PR without conflating separate work.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more central architecture change: it introduces the dense/sparse model split, updates auto/model registrations, docs, and tests, and subsumes the NemotronH refactor context.", + "canonical_pr_reason": "PR #45569 is the better canonical PR for this cluster because it is the broader, more complete architectural change: it introduces the new NemotronHDense/NemotronHSparse paths, updates auto-mapping and docs, and reworks NemotronH into a dispatcher.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative of the underlying work because it carries the main user-facing/model-structure change, while PR #45115 is a narrower conversion-mapping follow-up focused on weight renaming and compatibility.", + "best_pr_reason": "PR #45569 is the strongest representative overall since it covers the end-state model layout and user-facing integration, whereas PR #45115 is a narrower intermediate refactor focused on conversion mapping and inheritance cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH internals, but the concrete changes differ: #45115 is a small conversion-mapping/weight-renaming refactor, whereas #45569 introduces the dense/sparse model split, docs, auto-mapping, and tests. They do not look mergeable as one PR for the same bug/change." + "reason": "Shared NemotronH files and subsystem are not enough: #45115 is a weight-conversion/refactor PR, while #45569 is a broader model-splitting and documentation/mapping PR. They do not appear to fix the same concrete code-path problem." } ] }, @@ -18153,7 +18220,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "a1160c0df5f6673e7eb07c1a56a4679c90b567d386d1fd7327f6a1e548e91272", + "prepared_review_unit_hash": "d7a99a2686e8d012bd357599325d895ce7e77794cd1c3a3b05461379aecd05c6", "component_budget": { "node_count": 2, "item_count": 2, @@ -18175,18 +18242,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related but not duplicates: one adds heterogeneous config support, the other adds broader heterogeneous modeling/cache/masking support on top of that foundation. They overlap in shared helper/config files, but they target different layers of the feature and would not cleanly collapse into one concrete fix/change.", - "confidence": 0.88, + "summary": "These are related heterogeneous-config/modeling PRs, but they are not duplicates: one adds per-layer config plumbing and the other adds downstream modeling/cache support that builds on it.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better canonical PR because it is the broader umbrella change: it includes heterogeneous configuration handling plus downstream modeling/cache/masking integration, so it subsumes the smaller config-only foundation in #45333.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change and likely the better representative of the cluster because it includes the modeling/cache side plus the heterogeneity work.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest representative of the cluster because it covers the end-to-end feature work and is the more complete implementation of heterogeneous support.", + "best_pr_reason": "PR #45332 is the most comprehensive artifact in this set and best represents the overall heterogeneous-model support effort.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They are related feature pieces, not the same concrete code-path change. #45333 focuses on per-layer config plumbing, while #45332 adds broader heterogeneous modeling and runtime support; they could be sequentially dependent, but not merged as one duplicate PR." + "reason": "They share heterogeneous configuration files, but the scope differs: #45333 is config plumbing only, while #45332 adds model/cache behavior on top. This looks like dependent work, not the same concrete change or bug fix." } ] }, @@ -18216,12 +18283,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "5c3dc6e9e76ddbbf75e95602b513a6e738bc06f9185307e3f47240ff9f840442", + "prepared_review_unit_hash": "466254382f8f1ec018b2da9a5f6d73a5682d0c88d1dc2973870c570f6fb1402c", "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 }, @@ -18229,7 +18296,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -18238,18 +18305,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs are thematically related to typing cleanup in transformers, but they are different changes: one is a broad type-checking sweep across many files, the other adds specific typing protocols/aliases for model-related code. Not a duplicate pair.", + "summary": "These are related by theme (typing/type-checking work) but they are not the same concrete change. PR #45415 is a broad typing sweep across many files, while PR #45425 adds a more focused set of typing helpers and model-related annotations around `modeling_utils` and PEFT integration.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader, more central typing sweep, spanning many files and type-checking config changes, so it is the better representative of this cluster.", + "canonical_pr_reason": "PR #45425 is the better anchor because it is the more focused, concrete typing change; PR #45415 is a larger umbrella sweep touching many unrelated files and concerns.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best representative because it is the most comprehensive typing-oriented change and covers the widest affected surface area.", + "best_pr_reason": "PR #45425 is the best representative of the cluster because it centers on one specific typing fix area, whereas PR #45415 is a broad refactor-style sweep and is less suitable as a duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing-related filenames are not enough here: 45415 is a broad type-checking pass, while 45425 is a narrower PR adding typing protocols/aliases for specific model-related paths. They do not look like the same underlying fix and would not plausibly merge as one PR." + "reason": "Both are typing-related, but they address different scopes and likely different problems: #45415 is a wide type-checking pass across many modules, while #45425 adds specific typing protocols/helpers and related model integration changes. They would not plausibly merge into one single PR without becoming an umbrella sweep." } ] }, @@ -18279,12 +18346,12 @@ "soft_pairs": [ "pull_request:45487|pull_request:45615" ], - "prepared_review_unit_hash": "4afe32e45e0d6f0801f944931315394584e189c84a468d27a0f69348bd6501a7", + "prepared_review_unit_hash": "cd7f9869eccfcb945432c331720824e63dfa1c5a55797445b4d46f95ad9b92ac", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5158, + "serialized_chars": 5159, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -18292,7 +18359,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5158, + "serialized_chars": 5159, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -18301,18 +18368,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one fixes a real device-placement bug in AltCLIP/ChineseCLIP model parallelism, while the other only updates Qianfan OCR XPU test expectations.", + "summary": "These two PRs are not duplicates: one fixes a real model-parallel device placement bug in AltCLIP/ChineseCLIP, while the other only updates qianfan_ocr test expectations for XPU.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the substantive code fix for a concrete runtime/device bug; PR 45615 is test-only and does not address the same underlying problem.", + "canonical_pr_reason": "PR #45487 is the substantive code fix: it changes model forward behavior to move buffered token type IDs onto the correct device in AltCLIP/ChineseCLIP, addressing an actual runtime bug.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best representative of the cluster because it fixes the actual code-path issue across model implementations, whereas PR 45615 only adjusts backend-specific test outputs.", + "best_pr_reason": "PR #45487 is the best representative because it targets the concrete code-path defect; PR #45615 is just test expectation updates and is not a duplicate of the device-placement fix.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45615", "accept": false, - "reason": "Different artifacts and different problems: 45487 fixes token_type_ids/device handling in AltCLIP/ChineseCLIP, while 45615 only adds XPU test expectations for Qianfan OCR. They should not be merged as one PR." + "reason": "Different artifacts and different problems: #45487 fixes AltCLIP/ChineseCLIP model-parallel tensor placement in modeling code, while #45615 only adds XPU golden outputs for qianfan_ocr tests. They do not appear to fix the same underlying bug and could not plausibly be merged into one PR." } ] }, @@ -18342,12 +18409,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "5c1f7377f59f88c033e09e9abd39f57163ff9c91c7820fddccecc120c0e1e8ca", + "prepared_review_unit_hash": "f19667f80befd8b30e4e268a20869b1e0fee18001081c49dfd22677745590118", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4506, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -18355,7 +18422,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4506, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -18364,18 +18431,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to expert parallelism, but they address different loading bugs and different code paths: one is about serializing/config-loading EP state for Accelerate + ZeRO-3, the other is about preventing expert weights from being overwritten during FSDP2-style loading. They are not duplicates.", - "confidence": 0.94, + "summary": "Two open PRs both concern expert-parallel distributed loading, but they fix different bugs in different code paths: one for accelerate/DeepSpeed ZeRO-3 config handling, the other for FSDP2/rank-0 broadcast overwriting experts.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it targets a more concrete, runtime corruption bug in the loading path with a broader set of implementation changes.", + "canonical_pr_reason": "PR 45662 is the more specific and substantial fix: it addresses expert parameters being overwritten during distributed loading, with changes in core loading plus MoE/tensor-parallel handling. PR 45548 is a separate EP/ZeRO-3 loading fix centered on config serialization and an EP helper property.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone PR here: it fixes a specific expert-overwrite failure mode with clear code-path impact and cohesive edits across loading and MoE integration.", + "best_pr_reason": "PR 45662 is the best standalone PR in the cluster because it targets a concrete failure mode in the actual parameter-loading path and has broader, more directly related code changes than 45548.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Same broad EP area, but different underlying bugs: 45548 focuses on config/serialization and Accelerate+ZeRO-3 loading, while 45662 fixes expert parameters being silently overwritten during distributed loading. They are not mergeable as one PR." + "reason": "They share the broad EP/distributed-loading theme, but the bugs and fixes differ: 45548 removes distributed_config from serialization and adds has_ep for accelerate/ZeRO-3, while 45662 prevents experts from being overwritten during FSDP2 loading via post_shard_wrap. Not the same underlying change." } ] }, @@ -18405,12 +18472,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "4d810b3001120200d3c0c60db914791c9a1dc88895d691c761dcffd161315ca9", + "prepared_review_unit_hash": "0cb8d3934d9076a1cdf068ac020bea4df45ac2c244c9710b84affc56fac1332b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -18418,7 +18485,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -18427,18 +18494,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info collision in testing_utils; 45645 appears to be the broader follow-up that includes the core fix plus CI log aggregation changes.", - "confidence": 0.91, + "summary": "Both pull requests target the same underlying xdist-safe captured_info logging problem in testing_utils; PR 45645 is the broader, more complete fix and includes the workflow/log-collection follow-up.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the more complete representative: it includes the worker-safe captured_info handling in testing_utils and also updates CI/notification handling so multiple xdist outputs are preserved and surfaced.", + "canonical_pr_reason": "PR 45645 is the best canonical PR because it directly fixes the xdist collision in testing_utils and also updates CI/workflow handling to read multiple captured_info files, making it the more complete end-to-end change.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 best captures the full underlying change set for the xdist captured_info problem; 45639 is a narrower subset focused only on the file-path fix.", + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it covers the core bug fix plus the downstream CI artifact handling, whereas PR 45639 only addresses the library-side portion.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist workers colliding on captured_info output. 45645 extends the same fix with related artifact collection changes, and the two could plausibly be merged into one PR." + "reason": "Both PRs fix the same concrete xdist collision in captured_info logging from testing_utils. 45645 extends the same fix with workflow support for multiple captured_info files, so they look like the same underlying change and could plausibly be merged into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index b46a4c4a39511df659e0d02b39fd616ea942d484..0690bbd69cd71497b7c262d789537df2559f1d6f 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260505t180037z", + "analysis_id": "hybrid-model-20260506t000041z", "archived_artifacts": { - "hybrid": "snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260506T000041Z/analysis-runs/hybrid-model-20260506t000041z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260506T000041Z/analysis-runs/hybrid-model-20260506t000041z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-05T18:11:42Z", + "published_at": "2026-05-06T00:10:51Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260505T180037Z", + "snapshot_id": "20260506T000041Z", "variant": "hybrid" } diff --git a/snapshots/20260506T000041Z/analysis-runs/hybrid-model-20260506t000041z/analysis-report-hybrid.json b/snapshots/20260506T000041Z/analysis-runs/hybrid-model-20260506t000041z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..883849349661dda925879f6e836b17aa9f4a8bdd --- /dev/null +++ b/snapshots/20260506T000041Z/analysis-runs/hybrid-model-20260506t000041z/analysis-report-hybrid.json @@ -0,0 +1,2205 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260506T000041Z", + "generated_at": "2026-05-06T00:10:47Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": 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+ "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These appear to be three separate issues: a Tapas tokenization mismatch, an authentication/error-message problem for private model downloads, and a generic model-loading failure. I don\u2019t see strong evidence that any pair is the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the broadest model-loading report, but it still doesn\u2019t clearly subsume the other two and I would not use it as a duplicate target with confidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization behavior and failure to load bert-base-uncased are different code paths and different problem classes." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One is specifically about the error message for private-model auth failures; the other is a generic model-loading failure for a public model, so they do not look like the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762" + ], + "prepared_review_unit_hash": "8fcb5656f880ad7789164ec2969facbcd7942c2e8d9e352213b2bb892c2c24ee", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 67, + "serialized_chars": 47121, + "estimated_input_tokens": 11781, + "estimated_eval_tokens": 23818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only clear duplicate family is the DeepSpeed ZeRO-3 \"index 0 is out of bounds for dimension 0 with size 0\" loading bug around Bert/related model init; the rest are separate model-, docs-, or hardware-specific issues.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43638 is the best canonical issue because it captures the shared ZeRO-3 empty-index failure in the broadest way and has the clearest duplicate neighborhood (notably issue:43596, and closely related to issue:41762).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43638 is the strongest representative of the only real duplicate cluster in this set; the other issues are either different bug classes or too loosely related to merge confidently.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a missing config attribute and the other is a streaming chat/completions failure; different code paths." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different failures: AMD GPU runtime problem vs MPS histogram op not implemented for Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bugs and model paths; one is an autocast dtype mismatch, the other is GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both mention dtype/GPU behavior, but the concrete failures and model paths differ." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures; not the same underlying bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms; one is NVFP4 runtime error, the other is AMD GPU compatibility." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export failure are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export/runtime issues; no shared concrete code path." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export bug vs device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup topics, but they reference different removed docs content and are not the same issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export issue vs GenerationMixin import error are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are index/mask-shape errors, but the reported failures differ and do not clearly point to one bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same as above: both are index-related errors, but not enough evidence they are the same underlying defect." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different failures; one is a mask/index shape mismatch, the other is a MoE tensor-parallel issue." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping/new-model utility bug vs a tensor mask/index mismatch; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed setups, but the concrete failures are different." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-index failure during Bert model initialization/loading; effectively the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different model/output correctness issues; not the same bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy routing vs GPT-OSS MoE tensor-parallel failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime problems; no shared code path evident." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP tensor-size mismatch is different from the mask/index error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error vs collective mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert/ZeRO-3 loading bug vs GPT-OSS MoE TP issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing mismatch vs CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch vs GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config attribute issue vs Mistral tokenizer patch crash are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch vs MoE tensor-parallel issue are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility vs Qwen NVFP4 runtime error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different training/runtime issues; no common concrete defect." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different problem areas: Liger kernel path vs autocast dtype mismatch." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 \"index 0 out of bounds\" loading failure; the model differs, but the underlying code-path problem looks the same." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs regressions about different deprecated pipeline/run-command references." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/runtime failures." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy routing vs Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs NemotronH load failure are not the same issue." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model loading problem vs corrupted checkpoint are different causes." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/Gemma config issues and different error surfaces." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexError-style reports, but the mask shape mismatch is not the same as the ZeRO-3 empty-index loading bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility issue vs pydantic PretrainedConfig field breakage are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure vs pydantic model regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is streaming inference; not the same defect." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight-tying bug vs corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming failure vs MPS histogram op limitation are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error vs MPS Int histogram limitation are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different model/runtime failures; not mergeable as one bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin vs Gemma3 vLLM config mismatch are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure vs template-node compilation error are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Very similar Zero-3 loading symptoms, but the models and reported contexts differ enough that I would not merge them without stronger evidence." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different stale-doc references, even though both are v5 doc cleanup items." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different code paths and failure modes." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: kernel routing vs mask/index mismatch." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch vs import error are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same symptom family, but I do not have enough evidence they are the exact same bug across different models." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different language/model correctness issues; not the same underlying defect." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/runtime issues with no shared code path." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime failures." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different model and error class." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import path regression vs config attribute regression are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading failure vs compiler/template-node failure are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "dtype mismatch on one model vs unsupported MPS int histogram on another." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Test loading issue vs corrupted checkpoint are different." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration vs MPS histogram limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross-entropy path vs autocast dtype mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collective mismatch vs custom trainer API mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different subsystems and error classes." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures; one is corrupted checkpoint data, the other is an implementation/loading mismatch." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test checkpoint loading vs corrupted checkpoint are not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen/Gemma config-related, but the actual missing fields and affected code paths differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-shape/index mismatch is not the same as zero-sized-index during ZeRO-3 init." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version compatibility vs pydantic config field regression are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure vs pydantic regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5, but the reported failures are different enough that they should stay separate." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Different models and failure modes." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime subsystems and symptoms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are mostly conservative. The ZeRO-3 empty-index Bert/Gemma3 cluster around 43638 is the only clearly supported duplicate family, while the other pairings are reasonably rejected as different bug classes or too ambiguous. " + }, + "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": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:39186", + "issue:39290", + "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:43742", + "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:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45685", + "issue:45698" + ], + "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:43366|issue:45464", + "issue:43531|issue:45070", + "issue:39290|issue:43742", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:43716|issue:44918", + "issue:44918|issue:45685", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:39186|issue:44918", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "d725889cd1093380e45579b603bb3366c3096ad6e5b732d79662ff401b82058a", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36618, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose similarity cluster of unrelated Transformers/vLLM/model-specific regressions. The only clear duplicate subcluster is the non-persistent-buffer regression around `from_pretrained()` / `register_buffer(persistent=False)` in v5.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the most specific and complete description of the non-persistent-buffer regression; issue:43644 and issue:44534 are paraphrases of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative because it clearly states the regression, affected API, and root symptom in one report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different bugs: PaddleOCR-VL loading failure in vLLM vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 config regressions, but they affect different fields and code paths." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM under quantization is unrelated to tied-weights handling in translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different failures: torch dynamo grouped_mm tracing vs tensor-parallel support for GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different symptoms and paths: autocast dtype mismatch vs chat/completions streaming inference failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` TypeError is a distinct initialization bug from the pydantic `PretrainedConfig` regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF architecture support is unrelated to Qwen3.5 streaming inference." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling is a different model-specific bug than the pydantic config regression." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Gemma3 sliding_window_pattern absence and MobileLLM key error are unrelated model-loading issues." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure is not the same as missing Float8 storage type resolution." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask shape mismatch during training is unrelated to the empty-dimension index error under deepspeed zero3 init." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is about embedding quality and the other about loading/inference correctness." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is a different issue from Qwen3.5 embedding unpacking with TRL." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRl SFT embedding unpacking bug and MPS histogram implementation error are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading custom/remote modules, but one is a cache-path collision and the other is wrong module selection after save/load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 are unrelated to translation-model tied-weight behavior in v5." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization problems are unrelated to flash-attn2 fallback blocking." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and the generic GLM5 issue do not describe the same failure." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache invalid group type on Qwen3.5 is unrelated to tied-weights regressions." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 failure is not the same as flash-attn fallback gating." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and a removed-docs command typo are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation tied-weight handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied weights on translation models." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5 embedding unpacking." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed-docs command issue are different documentation problems." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT embedding issue and GraniteMoEHybrid invalid method call are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Wrong detokenization and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: v5 mishandles non-persistent buffers during `from_pretrained()` / model init." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both report the same non-persistent-buffer corruption bug in Transformers v5." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors and SigLIP2 embedding quality regression are distinct issues." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as the RLHF NaN / SDPA fallback instability." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Ovis2 checkpoint corruption is unrelated to generic loading noise." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The duplicate cluster around non-persistent buffers (`43644`/`43950`/`44534`) is well supported, and the other soft-edge false verdicts are phrased narrowly enough to avoid overclaiming. No obvious evidence overstretching or mergeability issue appears 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": 3, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45701" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "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:43881|issue:43883", + "issue:43643|issue:45020", + "issue:43054|issue:43493", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:44661|issue:45020", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45356", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43742|issue:45020", + "issue:41553|issue:44991", + "issue:43872|issue:44291", + "issue:43940|issue:45313", + "issue:42915|issue:43872", + "issue:43854|issue:44863" + ], + "prepared_review_unit_hash": "1c21cad5a86a4b276512344ff3d1c698bcc382fa3d387ea35278aa0b653d6e00", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37861, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct model-loading/regression reports. The only clear soft duplicates here are the `_is_hf_initialized` TypeError pair and the v5 docs cleanup pair; the SigLIP2 pair is related but not proven to share the same bug/root cause and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45020 is the best umbrella because it is the broad, open report about recent Transformers versions breaking `remote_code`-based model loading, which matches the cluster\u2019s overall regression theme better than the model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest single issue candidate: open, broad, and aligned with the recurring loading-regression pattern across several reports in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: custom trainer kwarg mismatch vs DeepSpeed/Gemma3 load-time index error." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Voxtral tokenizer error-message issue vs Molmo tied-weights attribute error; different code paths." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Same general TypeError theme, but the root causes differ: `_is_hf_initialized` vs missing `Float8_e4m3fnStorage`." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is embedding quality; not clearly the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated model-loading problems for Voxtral and GLM-4v-9b." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality vs broad tokenization-version changes; no evidence of the same concrete defect." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different symptoms and subsystems: LoRA gradient checkpointing vs int4 CUDA reserved-memory OOM." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "A broad loading-noise complaint vs a specific model load failure; no clear shared bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "GLM loading failure vs Molmo tied-weights attribute error; different problems." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related theme, but `trust_remote_code` missing fields is not the same concrete bug as the broader remote_code regression report." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related SigLIP2 territory, but the available evidence is too thin to prove the same root cause or duplicate bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression vs Python 3.13 flash-attn import KeyError; unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer/detokenization bug vs AMD GPU runtime incompatibility; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading reports with no evidence of the same underlying defect." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing vs Qwen3 MoE memory usage; same broad area, different bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3 MoE compatibility break vs a weight-tying warning; not the same failure." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different DeepSpeed load failures on different model/config combinations." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer detokenization bug vs a specific model load failure; unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Model-registration helper failure vs remote_code loading regressions; not the same issue." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing import for a model class vs bitsandbytes `Int8Params` TypeError; different defects." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code regression report vs Kimi tokenizer codec regression; different concrete bugs." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL `weight_only` loading error vs GLM5 issue; unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash vs flash-attn fallback blocking; different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same docs drift: lingering references to removed v5 pipeline tasks." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both concern Whisper/audio loading, but one is a generic runtime failure and the other a specific fbank helper issue; not enough to call duplicates." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight-tying bug in Mistral3 vs non-persistent buffer corruption on `from_pretrained`; different regressions." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM load KeyError vs flash-attn fallback checks; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE + FineGrainedFP8 failure is model/config-specific, not the same as the broader remote_code regression." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different Qwen3/Ovis model-loading failures with no clear shared root cause." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM loading bug vs broad remote_code regression; not the same issue." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/loading failures for unrelated models." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same root regression around the new `_is_hf_initialized` argument causing loading-time TypeErrors." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 load failures, but they affect different Qwen variants and do not show the same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for GLM-4.7-Flash and NemotronH." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Overall the summary is grounded and conservative, but I would not accept the cluster as-is because one soft-edge verdict is overstated: issue:43054 vs issue:43493 is related SigLIP2 territory, but the packet only gives titles/body lengths and no explicit evidence that they are the same bug or same root cause. That should be treated as a cautious maybe, not a duplicate. The other accepted pairs (_is_hf_initialized and v5 docs cleanup) look well supported." + }, + "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": 4, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45030", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45584", + "issue:45588" + ], + "soft_pairs": [ + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44530|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "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:42915|issue:43957", + "issue:43824|issue:43957", + "issue:36010|issue:42915", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44155|issue:45584", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:45313|issue:45357" + ], + "prepared_review_unit_hash": "20f1470df5dfd3215b832f53041040cecaac738e3d07acbb141d8261b2500627", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36301, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated, with only a few clear duplicate-like pairs. The strongest matches are the generic IndexError shape-mismatch reports, the custom model initialization regression, and the SigLIP2 inference regression.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43994 is the best representative issue among the duplicate-like candidates because it states the SigLIP2 failure in a broader, user-facing way and has more discussion/references than the symptom-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43994 is the strongest single issue to anchor this set: it describes the underlying SigLIP2 regression clearly, is broadly framed, and is the better duplicate target for 38175.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: one is Qwen3.5 gradient instability in RLHF/SDPA, the other is a flash-attention crash on sink-less models." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading problems, but they involve different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed issues: one is weight conversion/loading for Qwen3 MoE, the other is gradient averaging with GAS." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwargs vs a tensor mask shape IndexError are unrelated code paths." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes parameter construction and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same error signature and same shape-mismatch failure pattern; these look like duplicate reports of the same indexing bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttention cache/group-type failure and NemotronH checkpoint loading are different problems." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both mention Qwen video paths, but the concrete failures differ and do not look like one fixable bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed weight-dimension error is unrelated to void segmentation map processing." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and a torch.autocast dtype mismatch are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF feature requests or bugs; no shared concrete failure." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile/SDPA crash on Bamba is unrelated to the Qwen3.5 flash-attention illegal-memory-access issue." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These are essentially the same Transformers 5.0 custom model initialization regression, with one report being a more specific notebook variant." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and missing Float8 storage are different failures." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.x and video/text handling, but the concrete failures and code paths differ." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Running 3d_parallel.py and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3 MoE FP8 loading and meta-device loading regressions are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing Qwen2.5-VL and meta-device model loading are unrelated failures." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3 MoE FP8 failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same model family and same inference correctness regression; the second report is the broader duplicate of the first symptom report." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization regression and buffer corruption in from_pretrained are different issues." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video StopIteration and mask shape mismatch are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading failures, but they concern different models and do not clearly share the same root cause." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 Bert loading crash and add-new-model-like mapping failure are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 Bert init IndexError and tokenizer-mapping failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized model offload failure and mmap/OOM on Strix Halo are different problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both involve SigLIP2, but one is an inference regression while the other is a documentation/example issue with additional mismatches; not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "DeepSpeed ZeRO-3 weight loading and save_pretrained visual-encoder key corruption are separate load/save regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet titles, and the accepted soft pairs are conservative duplicates or near-duplicates: the two mask-shape IndexError reports, the two custom model initialization reports, and the two SigLIP2 inference reports. The rejected pairs generally stay on the safe side by treating different models or failure modes as distinct. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 5, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:43644|issue:44534", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43856|issue:43873", + "issue:43257|issue:43854", + "issue:42915|issue:44756", + "issue:39692|issue:43994", + "issue:42491|issue:43931", + "issue:44661|issue:44683", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:44488|issue:44991", + "issue:42491|issue:45292", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "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:43854|issue:45216", + "issue:44387|issue:44756", + "issue:44291|issue:44756" + ], + "prepared_review_unit_hash": "7d2b4fdaf172dfc10cef17781b8237c71f2414d5f0dfeeb4756e1b72fcd18ecc", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37320, + "estimated_input_tokens": 9330, + "estimated_eval_tokens": 18916 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of semantically similar but unrelated Transformers issues, so most soft links are false positives. I only see a few likely true duplicates: the non-persistent-buffer regression, the two BERT-like tokenizer/model-loading failures, and possibly the two resize_token_embeddings regressions in composite models.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global canonical because the cluster splits into several unrelated bug themes; at most, 43644 is the cleanest anchor for its small duplicate subpair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers 5 bug: non-persistent buffers being filled with junk." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures; both mention flash attention, but not the same concrete bug." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same latest-version model/tokenizer loading failure for similar BERT-style models." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different loading paths and symptoms; one is Qwen3 MoE LoRA compatibility, the other BitNet packed-weight handling." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different load errors; not the same bug." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Completely different subsystems: checkpoint resume math vs SGD optimizer args." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but the failures are different code paths and different causes." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and different resizing/loading problems." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both involve memory/quantization, but the reported bugs are different." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and unrelated loading/weight-conversion issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a docs example problem and the other is an inference/output regression." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3 loading problems with different symptoms and root causes." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated areas: tokenizer mapping vs torch flex_attention compilation." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training memory usage and the other is int4 quantization reserved memory growth." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is non-persistent buffer junk, the other is notebook custom-model initialization; not the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the failure modes are different (packed sequence misread vs s_aux=None crash)." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and different crashes; not a duplicate." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but about different models and likely different root causes." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different issues: LoRA model compatibility vs resize_token_embeddings not updating outputs." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are distinct model-specific bugs and not clearly the same code path." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression: updated embeddings are not propagated to model-specific child embeddings." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different save/load failures: extra_state handling vs init_empty_weights unexpected argument." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch vs outright model loading failure; not the same issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different incompatibilities: torch 2.10 vs meta-device model loading regressions." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different architectures and different bugs: sparse-layer config vs Gemma-4 FSDP2 shared_kv_states." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model internals and different failures; not a duplicate." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/offloading, but they describe different concrete regressions." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen3.5 bugs: unit-test loading mismatch vs incorrect save_pretrained checkpointing." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Quantization OOM vs mmap-related OOM on Strix Halo are separate problems." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Meta-init TypeError is unrelated to the Strix Halo mmap/OOM issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster does split across several distinct issue themes, and the proposed true-duplicate pairs are the most defensible ones from the titles. The soft-edge rejections are conservative, and the accepted pairs are reasonably supported without overclaiming beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 6, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:45684|issue:45698", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45588|issue:45663", + "issue:41720|issue:44155", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:43854|issue:44960", + "issue:43957|issue:44756", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44589|issue:44756", + "issue:44479|issue:45663", + "issue:39404|issue:45701", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:43931|issue:44863", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44863|issue:45663", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43299|issue:43931", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43856|issue:44756" + ], + "prepared_review_unit_hash": "973271ab5dc1964c96bc2f08d5e4b533d122ea2380efdb74e602e16058d31b31", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37525, + "estimated_input_tokens": 9382, + "estimated_eval_tokens": 19020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports with a few loose topic overlaps. The only clear duplicate family I see is the `resize_token_embeddings` regression affecting output/decoder embeddings across model variants.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45292 is the most generic and central description of the `resize_token_embeddings` problem, and it naturally covers the more specific Gemma-4 and t5gemma reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative issue because it states the shared failure mode without narrowing to one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/model-loading complaints around Qwen/Git-Oss, but they describe different models and different symptoms; not the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about PEFT LoRA effectiveness and the other about eval-mode restrictions; different bugs." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` fails to update tied/output embeddings, with 45276 just naming a more specific Gemma-4 case." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is a read-only permission propagation issue during `save_pretrained`, the other is loading the wrong custom module after save/load; different failure modes." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both involve training behavior, but one is about checkpointing in eval mode and the other about Qwen3.5 RLHF NaNs from 3D position ids; unrelated causes." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` handling and disabling mmap for Strix Halo OOM are unrelated issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crash on `s_aux=None` and Gemma-4 FSDP2 `shared_kv_states` rebuild are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "A800 auto device-map assert on Qwen3 is unrelated to AudioFlamingo3 batched inference token leakage." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict config loading for granite_speech are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and Trainer `resume_from_checkpoint` step calculation are not the same defect." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "Unit-test model loading failure for GLM-4.7-Flash is unrelated to the generic GLM5 issue." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are separate problems." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same core bug: `resize_token_embeddings` does not propagate to other embeddings, here `output_embeddings` versus `decoder.embed_tokens`." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model and inability to load another model are not clearly the same issue." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model notebook initialization breakage and `extra_state` save/load handling do not describe the same code-path failure." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device loading failures are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility and autocast dtype mismatch are different compatibility bugs." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading reports, but one is Qwen3 MoE conversion with accelerate+deepspeed and the other is NemotronH checkpoint loading; not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing Float8 storage and mmap OOM on Strix Halo are unrelated runtime issues." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Qwen VL video regression and Gemma-4 FSDP2 attention state issues are different defects." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper `return_language` pipeline behavior and tokenizer differences across versions are not the same underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of another issue and a PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base-model-prefix loading breakage and notebook custom-model initialization are both v5 regressions but not the same concrete failure." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and Mistral-3 dtype mismatch are different issues." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading failure are different model-loading bugs." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache `linear_attention` crash and `Can't compile non template nodes` are unrelated errors." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are documentation-related, but they concern different pipeline/task deprecations and should not be merged." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and MXFP4 quantization fallback for git-oss-20b are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45663", + "accept": false, + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 training state handling are different bugs." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export.export` failing on `torch_compilable_check` and Perceiver interpolation/resolution failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video regression and a tensor-mask shape mismatch are different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading failures, but one is a broad MoE loading regression and the other is a specific weight-shape mismatch; not enough to treat as the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch incompatibility and Qwen3.5 embedding unpacking with TRL are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compile error are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM are different performance issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The only clearly supported duplicate family is the `resize_token_embeddings` trio (`issue:45292`, `issue:45276`, `issue:45335`), and the other soft-edge pairs are appropriately rejected as different 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": 7, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44671", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45685", + "issue:45759" + ], + "soft_pairs": [ + "issue:43596|issue:44683", + "issue:40990|issue:42947", + "issue:43425|issue:45685", + "issue:44164|issue:45759", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:39404|issue:44671", + "issue:36032|issue:43452", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43883|issue:44488", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:34567|issue:40444", + "issue:43643|issue:44530", + "issue:44811|issue:45584", + "issue:43644|issue:43646", + "issue:43883|issue:44991", + "issue:44451|issue:44987", + "issue:36032|issue:42915", + "issue:43541|issue:45084", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:45084|issue:45507" + ], + "prepared_review_unit_hash": "ababc18109d012b5bcba4a1587900d027e40f5608f69b437aef779a9285f472d", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37900, + "estimated_input_tokens": 9475, + "estimated_eval_tokens": 19206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of closed Transformers issues. There is some light thematic overlap around v5 loading/init regressions, tokenizer/model loading, and Whisper/Qwen/Mistral edge cases, but the soft pairs do not look like true duplicates of the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43611 is the broadest representative of the v5 model-loading regression family in this set; several nearby items are narrower variants, but most others are unrelated enough that it should serve only as a cluster anchor, not a true umbrella duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to represent the cluster because it is broad, clearly regression-oriented, and closest to the shared v5 loading/init theme seen in a few nearby issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO3/BertModel init vs compiled flex_attention on torch>=2.9. No shared code path." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "One is high perplexity on a specific model/dataset; the other is LoRA gradient checkpointing behavior. Same training area, but not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated compatibility problem vs an MPS histogram kernel error in MoE code." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Serialization of extra_state vs config unwrapping for composite multimodal CausalLM configs; different mechanisms and symptoms." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading/tokenization regressions, but one is CamemBERT masked-LM predictions and the other is tokenizer loading for a specific RoBERTa model." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "One is wrong outputs for SigLIP2; the other is ModelOutput key assignment when a previous key is None. Not the same defect." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression vs CamemBERT masked-LM prediction bug; unrelated models and code paths." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method/name conflict during load vs GGUF/from_pretrained breakage. Both are loading issues, but not the same underlying bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; no evidence they share the same tokenizer backend bug." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError vs Whisper pipeline language return regression. No meaningful overlap beyond both being runtime errors." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "State-dict/extra_state handling vs video-input regression for Qwen VL models. Different inputs and failure modes." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific BERT model vs a Mistral regex patch crash; unrelated model families and code paths." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on a model vs runtime special-token post-processor update behavior. Not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching allocator warmup TypeError vs v5 _is_hf_initialized flag breakage. Different subsystems." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo vs model loading failure for cjvt/sleng-bert. No shared concrete failure." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffers serialization. Broad theme only, not one bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported center arg in LASRFeatureExtractor vs _torch_extract_fbank_features issue. Related audio area, but different concrete breakages." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image preprocessor dtype mismatch vs templating/compiler error. Different models and failure layers." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-load failures, but for different repos and likely different code paths; no same underlying defect is evident." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting vs Qwen2.5-VL iterable dataset with multiple images. Completely different functionality." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config field loss vs PagedAttentionCache linear_attention error. Different behaviors and subsystems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling vs empty-transcription failure after align_special_tokens. Same model family, but not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 custom-model regressions, but one is junk in non-persistent buffers and the other is custom model initialization. Too different to merge." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error vs tokenizer loading for EMBEDDIA/est-roberta. No common code path." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different models; one cannot be treated as a duplicate of the other without stronger evidence." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer attribute conflict vs FineGrainedFP8Config failure on Qwen3Moe. Distinct bugs." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm tracing error in Mixtral float32 vs template compilation error. Unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a broad from_pretrained regression and the other is a specific Qwen2.5-GGUF failure; same area, not clearly the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Fine-grained FP8 config failure vs PagedAttentionCache linear_attention crash. Different mechanisms." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map=auto dequantized model offload failure vs v5 GGUF loading failure. Different loading stacks." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states regression vs Qwen2.5-VL rope index scaling bug. Different model families and symptoms." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Tie-weight bug in Mistral3 conditional generation vs device-dependent lm_head serialization inconsistency. Related conceptually, but not the same issue." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict vs Jupyter custom-model initialization breakage. Different failures." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure vs GraniteMoEHybrid calling an invalid method. 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": 8, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43818", + "issue:43819", + "issue:43856", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:44987|issue:44991", + "issue:43994|issue:44610", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:44220|issue:44683", + "issue:44451|issue:45081", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:45216|issue:45357", + "issue:44265|issue:44610", + "issue:44987|issue:45081", + "issue:43404|issue:45127", + "issue:41553|issue:43582", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:36032|issue:43742", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:43611|issue:44534", + "issue:40990|issue:44811", + "issue:44479|issue:45325", + "issue:43317|issue:43856", + "issue:43425|issue:44403", + "issue:42175|issue:45542", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "b59561a1e77af6d20a565df9f6d7bf9984dec5e0ba581438c7190ac6a71c55ff", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36040, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated Transformers regressions. I found one clear duplicate pair (Qwen3.5 save_pretrained / visual encoder keys) and several other pairs that are only loosely similar, not true duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45216 is the best canonical anchor: it is the earlier, broader report for the Qwen3.5 save_pretrained regression, and 45357 reads like the same bug resurfacing with incorrect visual encoder keys.", + "canonical_pr_reason": null, + "best_issue_reason": "45216 is the cleanest representative because it is the original report in the only clearly duplicated subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different bugs: audio processor chat-template sampling-rate default vs MIMI padding-mask batching mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Different failures: custom model init vs non-persistent buffer corruption in v5." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different root causes (physical-intelligence/fast vs EMBEDDIA/est-roberta tokenizer)." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated model behavior bugs: nonsensical outputs vs wrong processor input resolution." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Different issues: generic loading noise vs Mistral tokenizer regex patch crash on a missing backend_tokenizer attribute." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal failures: Llava Next segfault vs Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: batched MIMI encoder padding-mask bug vs DAC.from_latents / STE mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: fbank feature extraction vs compiled flex_attention on newer torch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer/loading problems, but the affected models and failures differ." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Completely different problems: Qwen3Moe FineGrainedFP8Config vs template compilation error." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: notebook custom-model initialization vs junk-filled non-persistent buffers." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained regression; 45357 is a later symptom about incorrect visual encoder keys." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Different failures: torch.export with torch_compilable_check vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different loading bugs affecting different models and tokenizer internals." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Related theme (weights/tied embeddings) but not the same concrete bug: Mistral3 lm_head tying vs LoRA merge collapse with extended vocab." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different platforms and bugs: bad AutoTokenizer error message vs Apple Silicon warmup TypeError." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag handling vs mmap OOM on Strix Halo." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different issues: vLLM PaddleOCR-VL loading vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model loading, but the concrete failure modes differ (FP8 config vs init_empty_weights/_is_hf_initialized argument)." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer/model loading errors: AddedToken special-arg conflict vs model-specific load failure." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different tokenizer/model load failures; no shared concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different model/config problems: Qwen3-MoE sliding_window vs granite_speech strict config loading." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: FineGrainedFP8Config failure vs missing Float8 storage object." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: base_model_prefix loading breakage vs junk non-persistent buffers." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Different evaluation/processor issues: perplexity anomaly vs batch_decode skip_special_tokens being ignored." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related video/temporal-position topic, but 44479 is a broad multi-model video regression while 45325 is a specific Qwen2.5-VL rope-index scaling bug; not clearly the same duplicate." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different memory/offload issues: device_map=auto dequantized offload vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Different topics: torch version compatibility vs noisy model loading." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow packaging, but one is missing TF in the torch extra and the other is a tensorboard-only / undefined tf backend issue." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and bugs: Video-LLaVA tower/weight-sharing issue vs Qwen3.5 checkpoint saving regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and the verdicts are mostly conservative. The one accepted pair (45216/45357) is plausibly the same Qwen3.5 save_pretrained regression, and the rest are framed as non-duplicates without overstating evidence. No clear overclaim 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": 9, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43792", + "issue:43828", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44829", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:44079|issue:45663", + "issue:36032|issue:41720", + "issue:44683|issue:45020", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:43482|issue:45538", + "issue:33666|issue:40444", + "issue:44829|issue:45479", + "issue:40444|issue:45325", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:43531|issue:44291", + "issue:43611|issue:43646", + "issue:44079|issue:44534", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:43881|issue:44488", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:43792|issue:43957", + "issue:44079|issue:45072", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:44387|issue:44617", + "issue:35707|issue:40444", + "issue:44291|issue:44877" + ], + "prepared_review_unit_hash": "5c1606e1cb89007b4afe1b059f942e80721b50e691f95312a442732307e948ec", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38078, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers bug reports, many about v5-era loading/init regressions, but the soft pairs do not appear to be true duplicates or mergeable into one fix. No soft edges should be accepted.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44291 is the best representative of the cluster\u2019s main theme: a concrete Transformers v5 model-loading/init regression. It is broad enough to stand in for the dominant pattern without overclaiming exact duplication.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the strongest single issue to anchor the cluster because it is a clear, broadly relevant v5 initialization/loading failure and closer to the common pattern than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer/special-token reports, but one is runtime post-processor syncing and the other is BOS/EOS not being added; different code paths and symptoms." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment vs Gemma-4 FSDP shared_kv_states rebuild is unrelated; no shared bug mechanism." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer method-name conflict and Qwen3 auto-device-map CUDA assert are entirely different problems." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch 2.9 flex_attention compilation failure is unrelated to remote_code model loading regressions." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both touch v5 initialization behavior, but one is the _is_hf_initialized flag and the other is non-persistent buffer junk; not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper failing to run and Float8 storage lookup errors do not point to the same underlying issue." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise is a logging/UI issue; tokenizer load failure for EMBEDDIA/est-roberta is a functional tokenizer bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL iterable-dataset multi-image finetuning are different training-path failures." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention3 sequence-classification degeneration and single-label num_labels=1 zero-loss are different causes of bad training." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multiple-images-per-prompt finetuning failure and still-image rope-index scaling are both Qwen2.5-VL, but not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure for Qwen2.5 and missing pad_token_id on Llama4Config are separate model-loading regressions." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are distinct v5 incompatibilities." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask batching mismatch and Gemma3 mixed-length NaN embeddings have different failure modes and code paths." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check and bfloat16 dtype mismatches in CI are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend selection for TensorFlow and PaddleOCR-VL loading in vLLM are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage and bfloat16 inference dtype mismatch are different v5 regressions." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window issue in Qwen3-MoE is unrelated to init_empty_weights/_is_hf_initialized handling." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "base_model_prefix loading and custom model initialization both involve v5 loading, but they are not the same specific bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and buffer initialization junk are separate implementation bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs via AutoModel/pipeline and Perceiver non-default resolution failure are unrelated model-specific issues." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision lm_head weight tying and inconsistent lm_head serialization depending on device are related only broadly by weights; not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b load failure and cjvt/sleng-bert tokenizer loading are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "torch.autocast dtype mismatch in Phi-tiny-MoE is unrelated to compiled flex_attention failing on torch >=2.9." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are different model/config paths." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper load/run failure and meta-device loading regression are both loading-related but not the same code-path problem." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key bookkeeping and dtype mismatch inference issues are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment both concern object state, but not the same failure." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and Qwen2.5-VL video position_ids bug are distinct Qwen2.5-VL regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Still-image temporal scaling and video vision_position_ids are separate Qwen2.5-VL rope/positioning bugs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "int4 quantization memory growth and Sam3Video OOM are not the same underlying issue." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "inputs_embeds/past_key_values generation and Qwen2.5-VL multi-image finetuning failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and strict config preventing granite_speech loading are different model-loading regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 10, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43708", + "issue:43720", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43526|issue:43883", + "issue:43606|issue:44265", + "issue:43317|issue:43873", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43881|issue:44991", + "issue:43632|issue:45563", + "issue:43606|issue:43819", + "issue:43262|issue:43746", + "issue:44610|issue:45325", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:40990|issue:45584", + "issue:43572|issue:45759", + "issue:39692|issue:40444", + "issue:43377|issue:44898", + "issue:43296|issue:44991", + "issue:43296|issue:44877", + "issue:43792|issue:44683", + "issue:44466|issue:45357", + "issue:43454|issue:43720", + "issue:43873|issue:45701", + "issue:41720|issue:44977", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:44186|issue:45072", + "issue:44423|issue:45406", + "issue:43577|issue:43708", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:44877|issue:44991", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "c4ab53eb821190a35861874750b49dba0479f651d1fb2ba0180b79b69d5ca372", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37837, + "estimated_input_tokens": 9460, + "estimated_eval_tokens": 19176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct model-specific bugs, loader issues, or docs/examples regressions rather than duplicates. No soft pair looks like the same concrete bug/change under a strict duplicate standard.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the strongest cluster representative: it is open, has the most discussion/inbound references, and sits in the recurring offloading/quantization area that several nearby issues loosely resemble.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the best triage signal and broadest overlap with the cluster\u2019s recurring model-loading/offload theme, making it the most useful representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction vs Molmo tied-weights attribute error are unrelated bugs in different code paths." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is a dequantized model load failure and the other is a broader offloading behavior report; not the same concrete bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to export-time torch_compilable_check issues." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A Whisper model loading/runtime failure is not the same as a tokenizer loading regression for est-roberta." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "_is_hf_initialized flag regression and a stale paging warning are different bugs with different symptoms and fix paths." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention device-related failures, but one is CPU offload mismatch and the other is DAC latent/forward mismatch from missing STE." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor output resolution mismatch is not the same underlying issue as temporal position_id scaling in Qwen2.5-VL." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying on AyaVision is unrelated to Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug and OmDet processor/model image-size mismatch are different multimodal preprocessing problems." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying in AyaVision is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription generation failure are unrelated model-specific issues." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and Qwen multimodal config unwrapping are different configuration bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "A SigLIP2 doc example mismatch/quantization failure is unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support in MIMI is unrelated to Perceiver non-default-resolution failures." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and est-roberta tokenizer loading are separate model-specific regressions." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL loading failure and strict granite_speech config loading are different failures in different subsystems." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper model runtime failure is unrelated to compiled flex_attention breakage on newer torch." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Inconsistent lm_head serialization by device is not the same as incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking during accelerate loading are different issues." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Both mention loading/tokenization-adjacent behavior, but one is quantization/offloading and the other is a general tokenization-version regression." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "A800 cudaErrorAssert during auto device mapping is distinct from flash-attention generation issues in Qwen3.5." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code are unrelated to permission propagation in save_pretrained/register_for_auto_class." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer batching/NER crashes and dtype mismatches in bfloat16 inference are different bug classes." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are separate serve-time processor issues." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and Trainer max_steps recalculation on resume are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with cached KV is unrelated to Qwen3 auto device-mapping cudaErrorAssert." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Granite_speech strict-config loading and est-roberta tokenizer loading are different incompatibilities." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as disabling mmap on Strix Halo to avoid OOM." + } + ] + }, + "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": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:43749|issue:44534", + "issue:43526|issue:43881", + "issue:42617|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:40990|issue:45701", + "issue:43295|issue:45701", + "issue:41720|issue:43322", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:44292|issue:44479", + "issue:41720|issue:42617", + "issue:36010|issue:42617", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:45406|issue:45464", + "issue:41720|issue:43873", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:43606|issue:43720", + "issue:42915|issue:43322", + "issue:43550|issue:43653" + ], + "prepared_review_unit_hash": "ea25de4ae67ecda0cf67c03140fc57ce40281be0f5e323ee2e1654acd38f7ffb", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges look like false positives: the cluster spans unrelated bugs across processors, tokenizers, loading/offload paths, quantization, and docs/API regressions rather than one duplicated issue or PR.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: the items are a mixed set of distinct bug reports, so there is no single duplicate hub to canonicalize.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the broadest loading/offload-related report and is the closest representative of the small offloading/quantization subgroup, but it still does not unify the cluster as a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading vs a docs-only pipeline task note; different problem and code path." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b load failure; unrelated subsystems." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure vs Qwen3Moe FineGrainedFP8Config failure; different runtime issues." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug vs tokenization/version change report; not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs BitNet packed-weight loading bug; different model and failure mode." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature mismatch vs Qwen3Moe FP8 loading/config issue; unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet-Turbo processor image-size mismatch vs Perceiver non-default resolution issue; separate processor/model bugs." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash vs OmDet-Turbo processor output size mismatch; different code paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer loss signature error vs 3d_parallel.py failure; no shared underlying defect." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM from reserved memory growth vs T5 apex RMSNorm memory leak; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in Qwen VL family vs Qwen3.5 embedding unpacking with TRL SFT trainer; distinct failures." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs GPTNeoX rotary_pct reload regression; unrelated config issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs dequantized model offload/load failure; different loading paths." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba SDPA/compile issue vs Bark-small CPU offload device mismatch; different models and failure signatures." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b vs tokenization version changes; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression in v4.57.5 vs tokenization changes across versions; different symptoms and causes." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert vs Llava Next segfault; separate model-loading crashes." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-mapping assert vs GPT-OSS MoE tensor-parallel issue; different model families and bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs missing pad_token_idx in StableLmConfig; unrelated config/runtime problems." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression vs Qwen3.5 recurrent state reset with cache; different model logic." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 load/runtime error vs video-input regression in Qwen VL models; separate issues." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-mapping assert vs 3d_parallel.py failure; no shared code-path problem." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error vs 3d_parallel.py run failure; unrelated exceptions." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash vs MLukeTokenizer AttributeError; both tokenizer bugs but not the same underlying one." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError vs Qwen3VL weight_only load error; different models and failure points." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference failure; different stack traces and components." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Typo in cache strategies docs vs stale pipeline-task docs; both docs-related but not the same issue." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics label truncation bug vs SAM3 PCS text/bbox behavior; unrelated training vs model-input bug." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Bark CPU offload device mismatch vs BitNet packed-weights unpacking bug; different loading/offload mechanisms." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Llava Next segmentation fault; distinct crashes." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba compile/SDPA failure vs BigBirdTokenizer special-token decode issue; unrelated model/runtime layers." + } + ] + }, + "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": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33666", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43596", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "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:44451|issue:44991", + "issue:44898|issue:45072", + "issue:43873|issue:45704", + "issue:41720|issue:43746", + "issue:43421|issue:43653", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:45588|issue:45759", + "issue:33666|issue:35707", + "issue:43531|issue:44589", + "issue:42886|issue:44843", + "issue:43421|issue:44186", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:44918|issue:44936", + "issue:43525|issue:43531", + "issue:45081|issue:45356", + "issue:44625|issue:45479", + "issue:43782|issue:45381", + "issue:43994|issue:44671", + "issue:34634|issue:41720", + "issue:43381|issue:45704", + "issue:43596|issue:44220", + "issue:39692|issue:43873", + "issue:42915|issue:45759" + ], + "prepared_review_unit_hash": "276aab7a38f7f871880c0076b4be82e80443fb7d0b75cb4d3c2511dc32217618", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37258, + "estimated_input_tokens": 9315, + "estimated_eval_tokens": 18886 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "There is one strong duplicate pair: the two Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False reports. The rest are only loosely related by broad subsystem (tokenizers, quantization, Qwen, etc.) but appear to be distinct bugs or changes.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44545 is the cleaner canonical: it states the crash condition more precisely, matches the duplicate title almost verbatim, and has slightly more discussion/references than 44514.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best representative because it is the most exact description of the underlying batched-input padding=False crash and is already the clearer tracking thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; clearly the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen models, but one is a sliding_window issue and the other is config unwrapping for multimodal from_config; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated models and symptoms: CPU offload device mismatch vs tokenizer mask-token decode behavior." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Different layers and failures: runtime special-token post-processing vs save/load token ID loss causing generation IndexError." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are separate issues." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings in LoRA training is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size interpolation failure and dtype mismatch in inference are distinct problems." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are unrelated bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and GraniteSpeech PEFT local checkpoint loading are different code paths." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both mention special tokens, but one is runtime post-processor updates and the other is BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer loading failure for ScandiBERT are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model failing and PIL image processors requiring torchvision are separate issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is not the same as ZeRO-3 gradient inflation during training." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl SFT embedding unpacking and trainer.evaluate() after trainer.train() are different failures." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is a hard crash loading Mistral tokenizer and the other is a Kimi-K2.5 regression with codec/warning issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config and zero-loss classification across models are different bugs." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video vision_position_ids mismatch are separate multimodal issues." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 bad outputs and CamemBERT masked-LM regressions are unrelated model-specific problems." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cuda assert are not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode error and T5 apex memory leak do not share the same underlying defect." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error and _torch_extract_fbank_features() are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/quantization problems and offloading with quantization are different issues." + }, + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3Moe FP8Config failure and Qwen multimodal config unwrapping are distinct configuration bugs." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "TokenizersBackend special-token updates and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer problems." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and missing Float8 storage are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Offline cache loading and unconditional model_info() calls in _patch_mistral_regex are different offline-mode issues." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model load failure and torchvision dependency in PIL image processors are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Different symptoms and targets despite shared helper name; not safe to merge as one fix." + }, + { + "left": "issue:43653", + "right": "issue:45759", + "accept": false, + "reason": "BigBirdTokenizer mask-token decode bug and Qwen multimodal config unwrapping are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The 44514/44545 pair is a genuinely near-identical duplicate, and the canonical choice of 44545 is supported by the packet (clearer title and slightly more references/discussion). The remaining soft-edge verdicts are conservatively negative and do not overclaim duplication from broad subsystem similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 13, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:42915", + "issue:43334", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:44220|issue:44661", + "issue:45183|issue:45479", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:44077|issue:44625", + "issue:43720|issue:43819", + "issue:43575|issue:45704", + "issue:30064|issue:36010", + "issue:43334|issue:45759", + "issue:43335|issue:43756", + "issue:43653|issue:43720", + "issue:43716|issue:44008", + "issue:42915|issue:43746", + "issue:43746|issue:45381", + "issue:43746|issue:43873", + "issue:43550|issue:45072", + "issue:44186|issue:44898", + "issue:43550|issue:43819", + "issue:43421|issue:44811", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:44062|issue:44488", + "issue:43577|issue:43818", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:44561|issue:45020" + ], + "prepared_review_unit_hash": "dcf7639cc1dca7e022d07730bdaf5460e95b167afdce55a1fe1b1e0883af9683", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36139, + "estimated_input_tokens": 9035, + "estimated_eval_tokens": 18326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely a set of superficially similar but actually distinct Transformers issues across different models and code paths. I found no soft-edge pair that is a true duplicate; most are only thematically related.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45020 is the closest umbrella candidate because it is the broadest remote_code regression report, but the cluster is too heterogeneous to treat it as a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best global issue candidate only as a broad umbrella; it has the widest scope among the listed issues, but it should not absorb the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure vs tokenizer-mapping generation bug; different subsystems and code paths." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation/XOR error handling vs sequence-classification loss degeneracy; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and failures: Qwen3OmniMoe video input processing vs Gemma3n variable collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIPOutput attentions field vs RTDetrV2 output regression; unrelated symptoms." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post-init policy vs Qwen3.5 num_labels propagation; different configuration bugs." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading issue vs DAC forward/from_latents mismatch; not the same code path." + }, + { + "left": "issue:43575", + "right": "issue:45704", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2 vs T5 Apex RMSNorm memory leak; unrelated problems." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor segmentation-map handling vs GenerationMixin import error; completely different areas." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config loading, but one is a missing pad_token_id field and the other is text_config unwrapping; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction vs Smollm3 RoPE-layer selection; distinct model/config issues." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking bug; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch vs Gemma3n audio-mask attribute collision; different models and failures." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs GraniteSpeech checkpoint/adapters loading; not the same underlying issue." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters vs Qwen2.5-VL video position IDs; different loaders and bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint/adapters loading vs offloading with quantization; related theme, but not the same concrete failure." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA regression on Bamba vs bfloat16 dtype mismatches on other models; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs Perceiver image-classification resolution failure; different model families and paths." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA issue vs DAC latent conversion mismatch; no shared code path." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor sync bug vs Whisper batch_decode skip_special_tokens behavior; both tokenizer-related but not the same issue." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code config field loss vs strict-config rejection of granite_speech; separate config-loading bugs." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor argument collision vs model loading failure for cjvt/sleng-bert; no evidence of the same root cause." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs Video-LLaVA missing temporal attention/weight sharing; unrelated model issues." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs trust_remote_code config-field loss; different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird tokenizer special-token registration vs DAC latent conversion mismatch; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related Qwen issues, but one is video input processing in Qwen3OmniMoe and the other is incorrect vision_position_ids in Qwen2.5-VL; not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different regression reports for different models and tasks (Pegasus generation vs CamemBERT masked LM)." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL loading with weight_only=True vs Qwen3.5 flash-attention generation; same family, different concrete problems." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both concern remote_code breakages, but one is specifically is_torch_fx_available removal and the other is a broad umbrella report; not a single concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 14, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44485", + "issue:44509", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45685", + "issue:45701" + ], + "soft_pairs": [ + "issue:43322|issue:45685", + "issue:43825|issue:43994", + "issue:44821|issue:45084", + "issue:30064|issue:36331", + "issue:43825|issue:43827", + "issue:44485|issue:44509", + "issue:43577|issue:43582", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:43452|issue:44991", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:42175|issue:45081", + "issue:43720|issue:45072", + "issue:45081|issue:45406", + "issue:44671|issue:45701", + "issue:43650|issue:43906", + "issue:44060|issue:44368", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43644|issue:43749", + "issue:43329|issue:45600", + "issue:43653|issue:44912" + ], + "prepared_review_unit_hash": "e336cd086a54854a4afb23ca1774bf7e96cebbb27dc3974559d7091a500b05cf", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35995, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad vocabulary or subsystem area, but not the same concrete bug/change. I would not merge any of the candidate soft edges. If forced to anchor the cluster, issue 43825 is the closest representative because it is the most central of the pipeline-v5-related items.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43825 is the closest thing to a hub in this set: it is concrete, user-facing, and is the only item with nearby v5 pipeline-removal follow-ups in the soft links. It is still not a true duplicate of the others, but it is the best anchor among the issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43825 is the best overall issue to represent the cluster because it is specific, actionable, and closest to the only small thematic pocket here (pipeline/v5 migration).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different failures in different stacks: Llava Next loading segfault vs Apple Silicon MPS histogram error. Only broad ML/runtime similarity." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline/model behavior, but one is an error-message regression and the other is bad model outputs. Not the same bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated code paths: URL image processor loading vs Jinja/template compilation error." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different domains entirely: image segmentation-map processing vs a trainer compute_loss signature mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related v5 pipeline-removal theme, but one is runtime error messaging and the other is docs lag. Too different to be one duplicate/change." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "Different topics: GLM-5 RoPE implementation vs documentation still mentioning removed pipeline tasks." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different bugs: dtype propagation in BLIP-2 loading vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer issues, but with different tokenizers, symptoms, and code paths." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different model/runtime mismatches: CPU offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading/tokenizers, but the concrete regressions are different and do not look mergeable into one fix." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError during indexing is unrelated to evaluate() failing after train()." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch vs dtype mismatch; different code paths and fixes." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend dependency packaging issue vs tokenizer regex patch crash; no shared underlying bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from bfloat16 dtype mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are attribute errors in tokenizer/processor handling, but they affect different models and different code paths." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Specific CamemBERT MLM regression vs generic tokenization changes across versions; too broad and not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No meaningful duplicate relationship; one is a placeholder-like issue title and the other is an isolated reproduction report." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "They both mention tied-weights warnings, but one reports a concrete incorrect tying bug and the other is a user-visible warning in a different scenario; not clearly the same code-path defect." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Different model-loading problems in different model families; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP loss crash are unrelated runtime issues." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 differing outputs in v5." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error vs CLIPTokenizer model_max_length constant issue; different subsystems." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related, but one is non-persistent buffer initialization and the other is FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helper bug vs removed-config reference in auto_mappings; not the same underlying change." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to MXFP4 quantization fallback." + } + ] + }, + "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": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:43454|issue:43577", + "issue:38175|issue:44610", + "issue:43854|issue:44977", + "issue:36010|issue:43645", + "issue:43526|issue:44554", + "issue:34634|issue:36331", + "issue:44568|issue:45488", + "issue:43819|issue:43927", + "issue:39692|issue:44912", + "issue:43257|issue:43329", + "issue:43720|issue:44610", + "issue:43749|issue:44291", + "issue:43550|issue:44912", + "issue:44568|issue:45356", + "issue:43262|issue:44811", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43643|issue:45759", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:44291|issue:45042" + ], + "prepared_review_unit_hash": "52e6a02eab8b2c81fbce6a58a252d951bd59029a4d4b26acde00b79c1e46cc2f", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37020, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues: trainer state, loading/config regressions, tokenizer changes, multimodal/video bugs, and processor/model mismatches. I don\u2019t see any true duplicate pairs; the similarities are generally only at the subsystem level.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45701 is the broadest and most representative active issue around tokenizer behavior changes, with inbound references and a title that captures the shared theme better than the narrower variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best global representative because it is open, broadly worded, and sits closest to the recurring tokenizer-regression slice of this otherwise heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both are trainer/runtime failures, but one is a DeepSpeed Zero3 indexing error and the other is an evaluate-after-train bug; different code paths and symptoms." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL-image-processor torchvision dependency are unrelated problems." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying in AyaVision and Blip2 dtype propagation are different model-loading bugs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both mention model/processor mismatches, but one is SigLIP2 zero probabilities and the other is OmDet-Turbo image-size mismatch; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading failures are not the same as Qwen3.5 flash-attention generation regressions." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import errors and Jupyter custom-model initialization issues are distinct import/runtime regressions." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and MPS attention correctness are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss kwarg handling are unrelated APIs and failures." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer behaviors and model families; not one concrete duplicate bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents mismatch and DiaConfig save/load token-id loss are different model/config bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs example errors and MXFP4 quantization fallback in git-oss-20b are separate issues." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal video token counting undefined names are different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and processor image-shape mismatch are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are both loading-related but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and MXFP4 quantization fallback in git-oss are separate failures." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the specific models and faulty behaviors differ." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling rate defaults and Whisper batch_decode token skipping are unrelated processor behaviors." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import resolution and CustomTrainer.compute_loss signature handling are different issues." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model construction, but one loses fields with trust_remote_code while the other fails to unwrap text_config in composite configs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and high perplexity on gpt-oss-20b are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video token-count helpers and batched video processor output shape are distinct video-path bugs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "One is an undefined-helper bug in token counting; the other is a broader video-input regression across Qwen video models." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output behavior and generic tokenization changes are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate/deepspeed and Qwen3-VL weight-shape mismatches are different model-loading failures." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained visual-key regression are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file tokenizer/model loading and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM-125M key error do not share a concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL backend torchvision dependency 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": 16, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "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:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:41720|issue:43540", + "issue:33357|issue:34567", + "issue:44987|issue:45538", + "issue:43317|issue:45538", + "issue:42915|issue:44821", + "issue:44479|issue:45381", + "issue:43540|issue:44560", + "issue:43927|issue:44912", + "issue:43540|issue:44479", + "issue:43577|issue:45072", + "issue:42915|issue:45538", + "issue:43257|issue:43756", + "issue:43257|issue:43696", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:43749|issue:44756", + "issue:44062|issue:45081", + "issue:34567|issue:36331", + "issue:36010|issue:42175", + "issue:43643|issue:45375", + "issue:43493|issue:43994", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:44291|issue:44821", + "issue:43526|issue:45479", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "f21f3bf86e9863844ca018d0c36ed334efd3db97d799a70c1e3fbc08cc699557", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37139, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only a few pairs look like true duplicates based on the same concrete bug path. The strongest matches are the Qwen video-regression reports, the SigLIP2 output discrepancy reports, and the config-field-loss reports.", + "confidence": 0.74, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the items span many unrelated bugs; if one must be chosen, issue 44479 is the best anchor because it is a clear regression report with a closely related duplicate in 45381.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best overall issue to anchor this cluster because it is a concrete, user-facing regression with the clearest duplicate signal and broad enough scope to represent the accepted Qwen video-input pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen failures: auto device-map CUDA assert vs video-input ValueError; not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Completely unrelated bugs: MacOS bus error in CLIP vs TrainerState token counter not updating." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Tokenizer/model loading regression vs CLIPTokenizer max-length issue; different code paths." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map/offload loading failure is unrelated to CLIPTokenizer max_length handling." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3MoE FP8 loading bug vs AutoImageProcessor-from-URL issue; different components." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen video-input regression in transformers 5.3.0, including wrong vision position handling." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video inputs, but the models and reported failures differ; not clearly one concrete bug." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID loss and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Shared video theme, but different Qwen model families and symptom details; too broad to merge." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Separate dtype bugs in different models and inference paths; not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3MoE FP8 loading bug does not match CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight-conversion bug is unrelated to SmolLM3 RoPE-layer mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different failure modes: MoE weight conversion vs CUDA OOM." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to peft version bump." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model correctness bugs with different triggers and symptoms." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor allocation bug and flash-attention AttributeError are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer loading problems, but the concrete causes differ: AddedToken kwarg collision vs est-roberta load failure." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights _is_hf_initialized TypeError are different load-path bugs." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "One is an isolated reproduction of another issue; the title does not establish the same Qwen2.5-VL video bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage and FSDP CPU RAM-efficient loading are different code paths." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/loading, but one is FSDP-specific and the other is mmap on Strix Halo; not duplicates." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer errors: AddedToken duplication vs missing backend_tokenizer in Mistral regex patch." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count update and compute_loss signature mismatch are separate Trainer API issues." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to TensorFlow missing from the torch extra." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": true, + "reason": "Both point to config fields being dropped on load; 45375 is a concrete model-specific instance of the same missing-fields problem." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both concern the same SigLIP2 model discrepancy causing incorrect outputs in HF compared with the expected behavior." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend dependency issue and Qwen2_5_VL import error are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF tokenizer/model loading breakage and failure to load a specific BERT model are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights constructor error and AutoImageProcessor URL loading error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures with different symptoms and code paths; not enough evidence of one underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The three accepted pairs are well supported by the issue titles: the Qwen video regression pair, the SigLIP2 discrepancy pair, and the config-field-loss pair. The cluster-level summary appropriately frames the rest as heterogeneous without overclaiming duplicates. No obvious overstatement 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": 17, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34689", + "issue:38175", + "issue:41762", + "issue:42175", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45600" + ], + "soft_pairs": [ + "issue:28282|issue:34689", + "issue:45042|issue:45081", + "issue:44484|issue:44704", + "issue:45405|issue:45600", + "issue:43742|issue:44589", + "issue:43756|issue:45325", + "issue:28282|issue:29127", + "issue:43531|issue:44821", + "issue:43697|issue:45216", + "issue:43643|issue:44561", + "issue:44514|issue:45381", + "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43452|issue:43577", + "issue:43720|issue:44898", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:42175|issue:44488", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:41762|issue:44936", + "issue:43653|issue:44568", + "issue:24643|issue:29127", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361" + ], + "prepared_review_unit_hash": "1fd38f3b157a8dd2741cb5f50b8a82e973fd86b5b090549b3b37bbcabeca868c", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35536, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated bug reports. Only one soft pair looks plausibly like the same underlying v5 tied-weights serialization problem; the rest are distinct issues affecting different code paths or models.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45005 is the best representative of the only plausible duplicate pair because it states the broader tied-weights-on-v5 problem directly, while issue:44466 is the more specific device-dependent manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the strongest global representative: it is the broadest, most general statement of the tied-weights regression and fits the duplicate cluster better than the more specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: missing PyTorch import vs a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated areas: torchvision dependency for PIL image processors vs a Mistral regex/tokenizer crash." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about save_pretrained shard sizing, the other about AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated: PEFT minimum version bump vs removed Sam3LiteText config references in auto_mappings." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different code paths and symptoms: MobileLLM loading key error vs float8 storage lookup failure." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve positional/rope logic, but they affect different models and different implementations." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to layoutlmv3 box-validation error messaging." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from AutoConfig trust_remote_code loading is separate from removal of is_torch_fx_available." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is chat-template batching and the other is video vision_position_ids." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation for Qwen3.5 is a different config problem than strict granite_speech config loading." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading via gguf_file is unrelated to BLIP2 dtype propagation." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight unpacking in BitNet loading is a different bug from Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API surface, but different triggers: batched padding=False vs assistant tool-call messages with empty content." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading failure is unrelated to mistral-regex offline-mode model_info calls." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue is unrelated to a specific tokenizer/model loading failure." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "These both describe the same tied-weights regression in v5/save_pretrained, with 45005 being the broader umbrella report and 44466 the more specific device-dependent symptom." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor.tokenizer access/images-to-tokenizer breakage vs Kimi-K2.5 codec and warning issues." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading error for Gemma3 is unrelated to trainer.evaluate() after train()." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but BigBird mask-token registration and mdeberta BOS/EOS insertion are different bugs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-dimension runtime error is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "siglip2 zero-probabilities output issue is unrelated to processor.tokenizer regression." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: MLuke task AttributeError vs FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLuke task AttributeError are unrelated tokenizer bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge judgments are conservative. The lone accepted pair, issue:44466 and issue:45005, is a plausible same-bug cluster around v5 tied-weights serialization, while the other pairs are reasonably rejected based on distinct titles/symptoms." + }, + "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": 18, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45440", + "issue:45588" + ], + "soft_pairs": [ + "issue:30064|issue:33666", + "issue:44464|issue:44743", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:44479|issue:44936", + "issue:41720|issue:43906", + "issue:44977|issue:45356", + "issue:43688|issue:45440", + "issue:43531|issue:43742", + "issue:43577|issue:45588", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43122|issue:43906", + "issue:32090|issue:33666", + "issue:28282|issue:35141", + "issue:43504|issue:44610", + "issue:43452|issue:44451", + "issue:43742|issue:44821", + "issue:43525|issue:43572", + "issue:41720|issue:44464", + "issue:43756|issue:44913", + "issue:33666|issue:36010", + "issue:43329|issue:45325", + "issue:43688|issue:43749", + "issue:43262|issue:43295", + "issue:43493|issue:43825", + "issue:44849|issue:45357" + ], + "prepared_review_unit_hash": "fbecede648f077eed7a0ff2919c66a30462ce755ea8218dfcc69ac88c7abae68", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37462, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. A few items concern tokenizer/processor/model-loading regressions, but the soft pairs generally describe different concrete failures and code paths, so I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44843 is the strongest canonical issue here: it describes a concrete regression in a core loading path, has a clear root cause (`_patch_mistral_regex` calling `model_info()` unconditionally), and has broad user impact compared with the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is also the best single representative of the set because it is a well-scoped, high-impact library regression with an explicit failure mode and a clear fix target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Different subsystems and failures: image processor segmentation-map handling vs multi-GPU Qwen2-VL training." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation correctness bugs, but they hit different code paths: compiled chunked generation vs recurrent-state reset with cache." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Unrelated bugs: dtype propagation in BLIP-2 loading vs RTDetrV2 output divergence in v5." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both touch tokenizer loading, but one is an offline-mode/model_info regression and the other is a model-specific tokenizer/codec loading failure; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs trainer.evaluate() failure after training; different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "One is an A800 cudaErrorAssert from auto device mapping; the other is only an isolated reproduction of a different issue." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Flash-attention generation failure in Qwen3.5 vs tokenizer codec/regression warning in Kimi-K2.5; not the same underlying change." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both involve MoE models, but they are different implementations and different bugs: auxiliary-loss normalization vs native DeepseekV3MoE divergence." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM loading KeyError are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Model dtype staying float32 during loading is unrelated to flash_attention.py crashing on `s_aux=None`." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DiaConfig losing custom token IDs on save/load; different failure modes." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation-related, but one is compiled chunked generation inconsistency and the other is flash-attention generation failure." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs config token-ID loss in Dia; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different areas: Bamba compile/SDPA vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and TrainerState token-count metric not updating are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Semantic-segmentation model loading with a legacy field is unrelated to Bamba torch.compile/SDPA failures." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy preset-loading bug in BEiT vs BitNet packed-weight unpacking during accelerate loading; different bugs." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer behavior change across versions is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast error vs Qwen2-VL multi-GPU training; not the same underlying bug." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import error and token-embedding reinit are completely different issues." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading bug vs OmDet processor/model input-size mismatch; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage for tokenizer/CausalLM is not the same as a specific model repository failing to load." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "KeyError while loading a model and failure to load AutoImageProcessor from URL are different loading paths." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token-related config fields, but they affect different models and different attribute names; not enough to treat as the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda assert and compiled chunked-generation inconsistency are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue vs GenerationMixin import error; no shared code path." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined helpers in video token counting are unrelated to still-image temporal position scaling in Qwen2.5-VL." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug and FSDP CPU RAM efficient loading breakage are different issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image regression are separate processor bugs." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error-message wording issue." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5, but one is an output_hidden_states bug and the other is incorrect save_pretrained visual-encoder keys; 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": 19, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:43540|issue:43716", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:28282|issue:32090", + "issue:43334|issue:43572", + "issue:28282|issue:33357", + "issue:43577|issue:44554", + "issue:33666|issue:36331", + "issue:43688|issue:45704", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:44488|issue:44843", + "issue:43756|issue:45083", + "issue:45200|issue:45229", + "issue:43278|issue:43844", + "issue:43257|issue:43299", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:39692|issue:43295", + "issue:43688|issue:45701", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:44423|issue:44734", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44625|issue:45759" + ], + "prepared_review_unit_hash": "7af25d1b01b6496f6fbbf3f199bf459d46c130d89f6ca3c2b5f878ca0dfa0f62", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37931, + "estimated_input_tokens": 9483, + "estimated_eval_tokens": 19222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks like a set of mostly false-positive semantic matches across unrelated Transformers issues; I don\u2019t see a convincing duplicate pair to merge.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the recurring v5 regression/loading theme, so it is the best single anchor for this mostly heterogeneous issue cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: it is the most general issue here and best captures the shared high-level theme of v5 breakages in model initialization/loading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Different models and failure modes: Qwen3OmniMoe video-input processing vs Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading bug and DiaConfig save/load token-ID loss are unrelated code paths." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig custom token ID persistence." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch ImportError and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing token-id fields, but they affect different configs/models and are not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch import failure vs MacOS bus error on community CLIP are different issues." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype-casting bug and MPS attention correctness issue are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training request vs CustomTrainer compute_loss signature break are different problems." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization bug and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight accelerate loading and MLukeTokenizer task failures are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is an implementation discrepancy; not the same concrete bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure and unreleased MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen models and Qwen3.5 num_labels propagation are different issues." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video processing bug vs Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and ZeRO-3 gradient inflation are different failure modes." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "sleng-bert load failure and offline model_info patch regression are separate loading issues." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch 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 not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype mismatch during eval and ZeRO-3 gradient growth are different issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE weight conversion bug vs Qwen3VL MoE loading regression are related only by model family, not the same code-path problem." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are separate v5 regressions." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL export and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Broken SigLIP2 docs example and processor/tokenizer API regression are not the same issue." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenization changes are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage type lookup and flash_attn import key error are unrelated runtime failures." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit legacy-field loading bug and bark-small CPU offload mismatch are different code paths." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and init_empty_weights unexpected argument are different v5 regressions." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve bugs, but continuous-batching multimodal crash and KV-cache continuation indexing are distinct problems." + }, + { + "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": "Legacy field load failure in Beit and BigBird special-token registration bug are different issues." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM and MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and AutoModelForCausalLM text_config unwrapping are adjacent but distinct config-handling bugs." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading bug and BigBird special-token registration bug are different issues." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM and MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and composite-config unwrapping in AutoModelForCausalLM are related only at a very high level." + } + ] + }, + "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": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43606", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701" + ], + "soft_pairs": [ + "issue:44792|issue:45405", + "issue:43606|issue:44112", + "issue:44521|issue:45290", + "issue:43994|issue:44493", + "issue:44464|issue:45584", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:43688|issue:43873", + "issue:15354|issue:38175", + "issue:44568|issue:45701", + "issue:43540|issue:45200", + "issue:45072|issue:45198", + "issue:43232|issue:44849", + "issue:39401|issue:44568", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:45200|issue:45325", + "issue:43334|issue:43525", + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:43493|issue:43701", + "issue:37428|issue:43957" + ], + "prepared_review_unit_hash": "2d8df1576462d209d0945ae55b90ae3811c93716a546523d60f6d063d5d5606f", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35087, + "estimated_input_tokens": 8772, + "estimated_eval_tokens": 17800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated model-specific bugs, regressions, or CI failures that only share broad Transformers subsystems. None of the soft pairs is convincing enough to merge, and there is no single canonical issue for the whole set.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image generation test failure and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device/offload/CI, but they are different models and different failure modes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms, different models, and no shared concrete code-path bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation and Whisper empty-transcription handling are unrelated issues." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures and MLflow reporting on failed training jobs are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are different problems." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template compilation error and a Python 3.13 flash_attn import KeyError are not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention version check are separate code paths." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization/offloading are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript generator-expression export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Tokenizer special-token omission and a broad tokenization regression are too generic to be the same concrete bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe and Gemma 4 mm_token_type_ids handling are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "BF16 dtype mismatch in inference and Wav2Vec2 save/tokenization failure do not share a concrete fix." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different generation-related bugs affecting different model behaviors and inputs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset mapping errors and missing BOS/EOS insertion are distinct tokenizer bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Evaluation dtype drift and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger kernel application with model_init is unrelated to the Qwen3.5 hidden-states bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression and OmDet-Turbo input-size mismatch are different processor/model issues." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 text-only mm_token_type_ids and Qwen2.5-VL rope index scaling are different multimodal bugs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they are separate model families and separate loading failures." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights and LoRA merge collapse are not the same underlying issue." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and checkpoint key mismatch are separate problems." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import failure and meta-device model loading breakage are distinct regressions." + } + ] + }, + "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": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:43873|issue:44464", + "issue:43295|issue:43450", + "issue:43824|issue:43975", + "issue:43844|issue:44936", + "issue:43295|issue:43873", + "issue:44514|issue:44521", + "issue:38175|issue:45412", + "issue:44442|issue:45198", + "issue:37428|issue:43824", + "issue:43295|issue:43994", + "issue:43278|issue:43856", + "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:44360|issue:44561", + "issue:44792|issue:45563", + "issue:43819|issue:45083", + "issue:45127|issue:45245", + "issue:43262|issue:43450", + "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:37428|issue:43425", + "issue:44610|issue:44857", + "issue:44857|issue:45593", + "issue:43278|issue:43825", + "issue:45290|issue:45381", + "issue:43606|issue:45083" + ], + "prepared_review_unit_hash": "26d06c417393c01188287a9fd855482d04e70e28ab9f0701883a4638778e179b", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36643, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set looks like a grab bag of unrelated regression reports and model-specific bugs. The soft pairs are mostly topic-adjacent but not duplicate-level, so I would not merge any of them into a single canonical thread.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43493 is the most root-cause-like report in the set: it frames the SigLIP2 problem as HF-vs-JAX implementation parity, which is broader and more canonical than narrower symptom reports like zero probabilities.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best representative issue overall because it is the broadest, most general description of a concrete bug class among the provided issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are v5-era load/config regressions, but they point to different failures and model paths; too broad to treat as the same bug." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Shared theme is model loading after v5 changes, but one is a missing config field and the other is meta-device loading; different code-path failures." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantized offloading and compiled chunked generation are unrelated behaviors; no sign of one underlying defect." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both involve processors, but one is a tokenizer/image API regression and the other is batched video shape handling; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing exported class and incorrect detokenization are distinct problems." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Training instability with ZeRO-3 is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization/offload behavior are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are about apply_chat_template, but one is a batching crash and the other is all-zero assistant masks; similar surface area, not clearly the same defect." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "These are unrelated model-specific issues with different subsystems and symptoms." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different speech/tokenizer code paths and different failure modes; too weak to merge." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols in different modules." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Both mention processor/model usage, but one is a custom processor/tokenizer regression and the other is a SigLIP2 output-quality issue." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift and MoE training memory usage are distinct training issues." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "The titles are related by model family, but one is a specific zero-probability symptom and the other is a broader HF-vs-JAX parity complaint; not enough to call them the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 configuration failure in Qwen3MoE and a missing export ImportError are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation complaints, but they concern different APIs and different deprecations; too coarse to merge." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and a GraniteSpeech CI device override test are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video batch-shape handling and SigLIP2 parity/output discrepancy are different bugs in different subsystems." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape handling and tensor-parallel OOM are not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A ReLU omission in an indexer and removal of a v5 helper function are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing Janus image-generation test and a stale warning in paged generate are different generation issues." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent conversion mismatch and qwen3_omni_moe feature-length helper behavior are distinct code paths." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and a category-cardinality runtime error are unrelated defects." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and video batch shape handling are unrelated processor bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor args and Whisper empty-transcription failure are different audio issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and GraniteSpeech test failure do not share a concrete bug." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a flash-attention helper and torch 2.10 incompatibility are separate compatibility problems." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch and a float16 AMP loss crash are different model bugs." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are unrelated training behaviors." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Evaluation dtype drift and a pipeline deprecation/error-message issue are not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position IDs are different multimodal regressions." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 22, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43388", + "issue:43404", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45372", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45712" + ], + "soft_pairs": [ + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43335|issue:43550", + "issue:37428|issue:44351", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43611|issue:43931", + "issue:43388|issue:43526", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:43335|issue:43653", + "issue:44855|issue:45083", + "issue:29942|issue:32090", + "issue:45310|issue:45478", + "issue:43404|issue:45200", + "issue:43550|issue:44112", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:43335|issue:43504", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:43335|issue:45072", + "issue:44977|issue:45229", + "issue:43720|issue:44112", + "issue:43335|issue:45593", + "issue:44448|issue:44977", + "issue:45459|issue:45712", + "issue:44568|issue:45491", + "issue:29127|issue:32090", + "issue:43606|issue:44857", + "issue:40444|issue:43526", + "issue:44857|issue:45072", + "issue:34689|issue:35141", + "issue:45372|issue:45588", + "issue:43701|issue:45083" + ], + "prepared_review_unit_hash": "edc94b1ef60fc758b9032e67af082c83b12b04f539e9927e038fcdb519848939", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38838, + "estimated_input_tokens": 9710, + "estimated_eval_tokens": 19676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue candidates that only look superficially similar. I found one clear duplicate pair: the two Qwen3.5 MoE from_pretrained reports. Everything else should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earlier, clearer report for the Qwen3.5 MoE from_pretrained failure; issue:45478 is the same bug with a shorter follow-up report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue to keep as representative because it has the same exact bug title as issue:45478 and is the most complete instance of that duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failure modes: Pegasus output drift vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated bugs: Gemma 4 token-type defaults vs flash-attention sink-less model crash." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different subsystems and symptoms: SwitchTransformers config bug vs Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer loading vs removal of a utility function; not the same underlying bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both relate to v5 breakage, but one is a missing helper API and the other is incorrect DeepSeek tokenizer behavior." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading issues, but one is a generic base_model_prefix regression and the other is a specific Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different code paths: metric gathering bug vs Beit label reduction bug." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs/example problems are not the same as the BeitImageProcessorFast label handling bug." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to the position-id key issue." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different components and failure modes: config-layer construction vs tokenizer special-token registration." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/parsing error is unrelated to the qwen3_omni_moe helper behavior." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention test failures and NoneType GPU broadcast errors are distinct trainer/runtime issues." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate report: same title, same Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43404", + "right": "issue:45200", + "accept": false, + "reason": "Both affect multimodal generation, but the bugs are different: weight tying vs missing mm_token_type_ids defaults." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "SDPA compilation failure in Bamba is unrelated to a GraniteSpeech CI device-override test." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different failures in different models; no shared concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example mismatch is unrelated to unexpected position-id keys." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is not the same as BEiT legacy-field loading failure." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different runtime problems: Qwen-3 NVFP4 execution vs Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and regression types; only a broad v4/v5 theme overlaps." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero-probabilities issue in SigLIP2 is not the same as position-id key warnings." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs in different models; bfloat16 dtype mismatch is not the same as SwitchTransformers config behavior." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and CUDA OOM are distinct failure modes." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading bug is unrelated to the GraniteSpeech stale device override test." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config bug is unrelated to missing auxiliary losses in D-FINE." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both mention output changes, but they concern different models and different causes." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking is unrelated to dummy class cleanup/check_repo failures." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token addition bug is unrelated to Gemma3 NaN embeddings." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error messaging and trainer GPU broadcast failures are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to AMP/CUDA loss crashes." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image iterable finetuning failure is unrelated to Beit image processor label reduction." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP loss crash and bfloat16 dtype mismatch are different issues." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are model-loading regressions, but for different models and different causes." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure is unrelated to sink-less flash-attention attribute handling." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the qwen3_omni_moe helper function behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the only clear duplicate in the packet is issue:45310 / issue:45478, which have identical titles and strongly overlapping descriptions. The other soft-edge rejections stay conservative and do not overclaim a shared bug based on the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 23, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43653", + "issue:43873", + "issue:43927", + "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:45698" + ], + "soft_pairs": [ + "issue:43927|issue:45698", + "issue:44977|issue:45563", + "issue:43550|issue:45083", + "issue:43412|issue:45588", + "issue:43066|issue:44462", + "issue:45245|issue:45563", + "issue:43873|issue:44493", + "issue:29942|issue:35141", + "issue:36010|issue:37428", + "issue:45372|issue:45459", + "issue:44448|issue:44466", + "issue:43278|issue:43381", + "issue:25251|issue:32090", + "issue:43065|issue:45412", + "issue:44857|issue:45588", + "issue:43653|issue:44743", + "issue:44186|issue:45198", + "issue:44451|issue:45520", + "issue:43976|issue:45440", + "issue:44361|issue:45198", + "issue:44265|issue:45198", + "issue:43994|issue:45412", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:43421|issue:45491", + "issue:29942|issue:30064", + "issue:44206|issue:44479", + "issue:43065|issue:43994" + ], + "prepared_review_unit_hash": "f9e3c94d5ca984fefe9a93712d43ba302311add170bc45df57af97dedaeab0f4", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35521, + "estimated_input_tokens": 8881, + "estimated_eval_tokens": 18018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate: the pairs mostly connect unrelated bugs across different models, tokenizer paths, export flows, and runtime features.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue is justified here; the items do not form a single duplicate cluster and the soft similarities are only superficial.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is appropriate because there is no shared underlying bug/change to anchor the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Different bugs: custom token IDs lost on save/load vs loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention generation bug; the other is a stale warning in paged generate for num_return_sequences." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile+SDPA crash and a qwen3_omni_moe feature-length helper issue are unrelated code paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export failures and a flash_attention.py None aux crash are distinct problems." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type regression and AutoTokenizer ignoring tokenizer.json are separate loader/serialization bugs." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit runtime error is unrelated to a stale generate warning." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior and unexpected position-id keys are different failure modes." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures do not match the embedding reinitialization bug in post_init." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules, so not the same underlying issue." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "ReasoningEffort import breakage and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output differences and lm_head.weight serialization inconsistency are distinct v5 regressions." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval and gradient checkpointing being disallowed in eval are separate issues." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer NoneType broadcast failure have no shared code-path." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not released are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash is not the same as the s_aux=None flash_attention AttributeError." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token decode and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save_pretrained/tokenization failure are different tokenizer bugs." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Loading ScandiBERT failing is separate from the Python 3.13 flash_attn import_utils KeyError." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version incompatibility and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 save/tokenization failure do not share the same root cause." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/export with torch_compilable_check is a different issue from Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 bad outputs and RT-DETR memory retention are unrelated bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Quantized inference failure on Qwen3Moe and quantized model saving failure are different code paths." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma3 eos_token_id inconsistency and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates in TokenizersBackend do not match the Gemma3 NaN embedding issue." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 tests and void segmentation map processing are unrelated subsystems." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video regression are distinct failures." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Siglip2 nonsensical outputs are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:43994", + "accept": false, + "reason": "Quantization/offloading behavior and Siglip2 model outputs 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": 24, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "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:43452", + "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:44554", + "issue:44610", + "issue:44734", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:44734|issue:45406", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43873|issue:45229", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43278|issue:43575", + "issue:43723|issue:44554", + "issue:43381|issue:43701", + "issue:43278|issue:43329", + "issue:43653|issue:44442", + "issue:41720|issue:45229", + "issue:45440|issue:45593", + "issue:29942|issue:36010", + "issue:32090|issue:33357", + "issue:43334|issue:43531", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:44442|issue:45072", + "issue:43526|issue:44610", + "issue:43262|issue:44206", + "issue:42915|issue:43931", + "issue:44743|issue:44811", + "issue:43441|issue:45588", + "issue:43452|issue:45588" + ], + "prepared_review_unit_hash": "41b4599dea153880ab3eed3fae1e738f37a158f2215713117ac3398e3a26c7d3", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35874, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated closed issues. Several pairs share a subsystem or model family name, but the underlying bugs, code paths, and fixes are different, so none of the soft edges look like true duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45588 is the best anchor: it is a concrete, reproducible crash in a shared integration code path (`integrations/flash_attention.py`) with a narrowly scoped failure mode and clear fix surface.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45588 is the strongest representative because it is specific, actionable, and tied to a shared library path that other nearby flash-attention regressions could plausibly relate to.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both involve `transformers serve`, but one is a KV-cache tensor indexing bug and the other is a missing `_tokenizer` attribute on Gemma4Processor; different failures and fixes." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both mention vision-language/model loading problems, but one is a Mac bus error with CLIP and the other is a SigLIP2 doc example mismatch/quantization issue." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMV3 error messaging vs TrainerState token counter update are unrelated features and failure modes." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch and model memory not releasing are separate bugs with no shared code path." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and a mistral_common import regression are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different resource-management problems, not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer selection and DeepseekV3MoE divergence are distinct model-implementation issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor loading via mistral_common import failure is separate from `transformers serve` missing `_tokenizer`." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16/FP32 dtype drift during eval and TP loading OOM for a large Qwen2 model are not the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing being invalid in eval mode is different from a resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Dtype changes in evaluation and a multimodal token-counting bug in video paths are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer auto-loading failures are different tokenizer-specific issues." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Gemma4 multi-GPU OOM are separate large-model inference problems." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss handling are different model bugs." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated regressions." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "NoneType broadcast error in Trainer and a MacOS CLIP bus error are not the same failure." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing `pad_token_id` and Qwen3-MoE sliding-window behavior are different model/config issues." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A missing `Qwen2_5_VLForConditionalGeneration` import and a generic dependency issue are too vague and do not share a concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT `reduce_labels` returning one label and LayoutLMv2Tokenizer crashing on NER/padding are different processor/tokenizer bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation problems for Qwen3.5 and a category-cardinality runtime error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "A label-reduction bug and an AMP/CUDA crash in LwDetrImageLoss are not the same issue." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatches in inference are different classes of bugs." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "BEiT label reduction and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and a feature-extractor unsupported-arg crash are separate audio-processing regressions." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen3-VL weight-shape mismatch are different load-time problems." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset with cache and Whisper batch_decode skip-special-tokens handling are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral-3 generation failure and the other is an `s_aux=None` crash in a different integration path." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "GGUF loading issues for tokenizer/model constructors are not the same as the flash_attention integration crash." + } + ] + }, + "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": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45216", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45759" + ], + "soft_pairs": [ + "issue:44464|issue:45491", + "issue:43575|issue:43701", + "issue:29127|issue:35141", + "issue:43646|issue:44077", + "issue:43575|issue:44387", + "issue:45072|issue:45229", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:45588|issue:45600", + "issue:43316|issue:43525", + "issue:44479|issue:45290", + "issue:44964|issue:45440", + "issue:43761|issue:44079", + "issue:43931|issue:45216", + "issue:33290|issue:34567", + "issue:42907|issue:45698", + "issue:34689|issue:43611", + "issue:44442|issue:44898", + "issue:43761|issue:44188", + "issue:39692|issue:45491", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:43295|issue:45584", + "issue:43550|issue:44743", + "issue:43994|issue:44206", + "issue:43316|issue:45759" + ], + "prepared_review_unit_hash": "f253d518eca547f12da5da228d2480f761765dd03cb7c52d1d65586e47f4a9f9", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34962, + "estimated_input_tokens": 8741, + "estimated_eval_tokens": 17738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly superficial matches: they share broad themes like OOMs, loading regressions, config mismatches, or save/load behavior, but each issue targets a different model, code path, or failure mode. None looks like the same underlying bug or a mergeable duplicate pair.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set; the candidates are heterogeneous across subsystems and failure types, so there isn't one underlying bug to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue is truly representative because the cluster is not a real duplicate group; at most, a few issues share broad regression language, but not the same concrete defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Both are inference correctness bugs, but one is about compiled forward chunked generation and the other about NaN embeddings in Gemma3 mixed-length batching; different models and code paths." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated failures with no shared underlying mechanism." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging for insufficient box info is a validation/UX issue, while the other is about output embeddings being reinitialized during resize; different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both mention initialization/post_init, but one is a broad Transformers 5.0 custom model init regression and the other is a patchtsmixer-specific post_init policy change; not the same defect." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM reports, but one is TP load OOM for Qwen2 and the other is increased CUDA reserved memory under int4 quantization; distinct causes and paths." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "Bfloat16 dtype mismatch in inference is unrelated to a multi-GPU CUDA OOM for Gemma4." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Flash-attention generation issues for Qwen3.5 and Whisper empty-transcription failure after align_special_tokens are different models and different failure conditions." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "MacOS bus error on a community CLIP model and zero-probability outputs on SigLIP2 are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "A crash in flash_attention.py with s_aux=None is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API discrepancies, but one concerns Gemma3TextConfig parity and the other a missing pad_token_id on Llama4Config; different API gaps." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression across Qwen VL variants and chat template crashes on tool-call assistant messages are separate feature paths." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE divergence from remote implementation are unrelated model-specific issues." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel ignoring output_hidden_states and a generic ModelOutput key assignment bug are different layers of the stack and not the same concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load and Qwen3.5 save_pretrained regression affect different stages of the lifecycle and different failure modes." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor+DeepSpeed OOM is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are both save/load related, but they are different bugs with different causes." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but one is Llama 3.2 vision model loading and the other is a base_model_prefix attribute regression in Transformers 5.0; not mergeable as one fix." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated model/component bugs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states being None in CLIPVisionModel is unrelated to attention kernel divergence caused by torch.compile branching." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 docs/example errors and Gemma3 NaN embeddings are different problem classes; one is documentation/example correctness, the other runtime numerical instability." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading with quantization are separate runtime behaviors with no shared root cause." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX implementation discrepancy is unrelated to docs still referencing removed pipeline() APIs." + }, + { + "left": "issue:43295", + "right": "issue:45584", + "accept": false, + "reason": "Processor.tokenizer regression and Whisper empty-transcription failure are different regressions in different code paths." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to recurrent states being reset in modular_qwen3_5 cache handling." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and LasrFeatureExtractor center-arg crash do not describe the same defect." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config APIs, but one is a generic Gemma3TextConfig discrepancy and the other is specifically AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen configs; 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": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "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:44568", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45372", + "issue:45479", + "issue:45584", + "issue:45656" + ], + "soft_pairs": [ + "issue:44568|issue:45479", + "issue:41628|issue:45372", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:32090|issue:33290", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:34689|issue:36010", + "issue:43381|issue:43856", + "issue:44855|issue:45137", + "issue:44077|issue:44479", + "issue:33290|issue:45656", + "issue:43540|issue:44514", + "issue:29127|issue:33357", + "issue:43316|issue:44877", + "issue:43381|issue:43742", + "issue:42175|issue:43316", + "issue:33290|issue:34689", + "issue:25251|issue:28282", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:43232|issue:43388", + "issue:41950|issue:43475", + "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:43550|issue:43701", + "issue:43606|issue:43701" + ], + "prepared_review_unit_hash": "4c573659d4264c635c2dfa94fe187fd56e068b6276117de963e7143c594b0302", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35398, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose collection of unrelated Transformers bugs and regressions. The soft pairs share only broad subsystem similarity; none look like the same underlying bug/change, so no soft edge should be merged.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Different failures: tokenizer special-token handling vs a degenerate zero-loss classification bug." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but for different symbols and different loading paths (AutoImageProcessor vs ReasoningEffort/Gemma 4)." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Unrelated problems: unpacking packed weights during accelerate loading vs AutoTokenizer failing on a specific tokenizer class." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs: missing fields with trust_remote_code vs rotary_pct not persisting on reload." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Both involve Trainer/DeepSpeed, but one is a NoneType broadcast error and the other is OOM with Adafactor." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different areas entirely: example script dataset loading vs unrecognized model/config loading." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id config mismatch." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Different import/model-load regressions: Llama 3.2 vision loading vs GenerationMixin import failure." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is not the same as Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "A Python 3.13 parsing/IndentationError bug is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different model/library issues: patchtsmixer post_init validation vs video-input regression across Qwen VL models." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizers, but one is OOM with Adafactor and the other is double optimizer-step behavior." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different processor/input bugs: Qwen3OmniMoe video ValueError vs batched apply_chat_template padding crash." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue is unrelated to a MacOS bus error in CLIP model loading." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Different config-loading issues affecting different models and validation rules." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to a MobileLLM key error during loading." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "One is packaging/backend dependency coverage; the other is a Gemma3TextConfig API mismatch." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed optimizer OOM and Llama 3.2 vision load regression are not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output nesting bug and missing PyTorch ImportError are completely different failure modes." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage affecting workflows is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "One is a tied-weight bug in Mistral3; the other is a FlashAttention regression for Ministral-3." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Both touch generation/training utilities, but the concrete bugs differ: sync_gpus model-kwargs handling vs metric gathering dropping tuple labels." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup and SAM 3 Video missing attribute are distinct video-model issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to pipeline translation-task messaging." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription handling after align_special_tokens are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + } + ] + }, + "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": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33290", + "issue:35141", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43452", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "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:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:45127|issue:45200", + "issue:43295|issue:44871", + "issue:33290|issue:35141", + "issue:43761|issue:44479", + "issue:33290|issue:36331", + "issue:43065|issue:44617", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:43673|issue:44743", + "issue:42617|issue:43575", + "issue:43646|issue:44913", + "issue:44936|issue:45698", + "issue:43761|issue:44242", + "issue:43575|issue:43873", + "issue:44077|issue:44534", + "issue:44479|issue:44734", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:44464|issue:44871", + "issue:43065|issue:44610", + "issue:43906|issue:45290", + "issue:44792|issue:44977", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44521|issue:45381", + "issue:43335|issue:44855" + ], + "prepared_review_unit_hash": "46dd9a3dd50d17b435b41420c31b54da3bb60c8f2099306562bf51738f474a3b", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are separate model-specific regressions, loading errors, or docs/test failures rather than one duplicated bug. I found no soft-edge pair that clearly looks like the same underlying change or defect.", + "confidence": 0.32, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d) and is the closest representative of the cluster\u2019s recurring v5/custom-model loading theme, though it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best global representative because it captures the highest-level regression theme and is broader than the narrower model-specific or API-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: LoRA/extended-vocab collapse vs Gemma 4 multimodal token-type defaults." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is a processor/tokenizer regression; the other is an eos_token_id config mismatch." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor+DeepSpeed is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:36331", + "right": "issue:33290", + "accept": false, + "reason": "Trainer API signature break vs optimizer memory blow-up; different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loader breakage is a different issue from unrecognized model_type in a specific checkpoint." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM on a large model vs key error loading a small MobileLLM model." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel execution failure is not the same as Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic custom-model initialization regression vs GPTNeoX rotary_pct reload defaulting; different defect." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "train/evaluate lifecycle failure vs wrong custom module loading after save_pretrained." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression is unrelated to MoE router loss handling." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "OOM from tensor parallelism is not the same as quantized offloading behavior." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init policy and non-persistent buffer junk are separate v5 problems." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to serve KV-cache indexing crash." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch in Qwen3-VL loading is different from a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as eos_token_id config inconsistency." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3 pixel decoder dummy layer and OmDet processor resolution mismatch are different model bugs." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Isolated reproduction of an earlier issue is not the same as tool-call tokenization crash." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as a bad model output bug in SigLIP2." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX config reload defaulting are distinct defects." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the category-cardinality runtime error." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure in a training script is different from loading Phi-4 multimodal model failure." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus generate-image test failure and removed Sam3LiteText auto_mappings references are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error is unrelated to flash_attention s_aux=None crash." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templating is different from wrong vision_position_ids in Qwen2.5-VL video input." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in v5 chunked_prefill and Qwen3.5 recurrent-state reset are not the same code path." + }, + { + "left": "issue:43873", + "right": "issue:44521", + "accept": false, + "reason": "Quantized offloading behavior and multimodal assistant-mask generation are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "Evaluator failure after training and wrong custom module loading after save_pretrained are separate lifecycle bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 28, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "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:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:44938|issue:45542", + "issue:44077|issue:44877", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:43540|issue:44734", + "issue:43761|issue:44743", + "issue:45276|issue:45584", + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:43295|issue:45276", + "issue:43335|issue:44190", + "issue:43116|issue:44190", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:43404|issue:45216", + "issue:43479|issue:45375", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44466|issue:44913", + "issue:44561|issue:45632", + "issue:44734|issue:45632", + "issue:44683|issue:45446", + "issue:44246|issue:45003", + "issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "559a19e5c3cbe98ee568182332248037fedf67af4b37d681b86a8d18b298ee3d", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35563, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are unrelated regressions, import errors, config bugs, or generation issues. None of the suggested soft edges look like the same underlying bug/change, so they should all stay separate.", + "confidence": 0.25, + "canonical_issue_reason": "Issue 44246 is the broadest and most discussion-heavy item in the set, so it is the best single representative if one must be chosen. That said, the overall cluster does not look like a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 has the widest scope ('import transformers takes long sometimes') and the strongest engagement, making it the most general anchor for this mostly unrelated set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5-related behavior, but one is about LoRA/weight tying collapse and the other about save_pretrained visual encoder keys; different failure modes and code paths." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "One is a Python 3.14 load failure, the other is a TensorBoard/TensorFlow backend mismatch; unrelated bugs." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config validation, but they affect different models and different rules; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "One is about non-persistent buffers being filled with junk in v5, the other about a config value not persisting on reload; different mechanisms." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are version/platform breakages, but one is a broad Python support regression and the other is a specific DebertaV2 import parsing failure on Python 3.13." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "A torch.compile/SDPA model bug and a dataset-loading example-script issue are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different domains and symptoms: Qwen3Omni video processing versus serve KV-cache indexing." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "One is CLIPVisionModel hidden-state output, the other is recurrent-state reset in Qwen3.5 code; not the same path." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize behavior and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI, but one is a GraniteSpeech stale test and the other is an auto_mappings import/reference cleanup issue." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No common bug: one is a placeholder issue, the other is a feature-specific fbank feature extraction problem." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "A processor/tokenizer regression and a token-embedding resize bug are different issues." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config creation is unrelated to the image-classification local dataset loading bug." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example-script multi-label classification output handling is unrelated to local dataset loading." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different submodules; not the same underlying defect." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "A category-cardinality runtime limit and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model save/tied-weight behavior, but they affect different models and different serialization paths." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config bugs, but one is default init with None values and the other is a missing field dropped by strict config handling." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "An image_utils import problem and a Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward generation inconsistency is not the same as a stale warning about num_return_sequences." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crashes and server KV-cache indexing crashes are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "A SigLIP probability issue and a Sam3PixelDecoder dummy Conv2d issue are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both mention serialization/persistence, but one is tied lm_head weight serialization and the other is a config field reload default." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both mention trust_remote_code, but one is a removed helper API and the other is a cache-path collision." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Server KV-cache continuation failure and trust_remote_code cache-path collision are different problems." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are flex_attention-related, but one is a compiled-kernel failure on new torch versions and the other is a version-check/import guard bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance and unsafe sys.modules access are not the same underlying issue, even if both relate to import-time behavior." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Separate import errors for different missing names; no evidence they share a root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 29, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "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: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:44964", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:43643|issue:44496", + "issue:45406|issue:45632", + "issue:45563|issue:45584", + "issue:41950|issue:44016", + "issue:44964|issue:45600", + "issue:43295|issue:45335", + "issue:43388|issue:43688", + "issue:44112|issue:44964", + "issue:42907|issue:43441", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43854|issue:44964", + "issue:44016|issue:44220", + "issue:42175|issue:44279", + "issue:43299|issue:45216", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "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:41950|issue:45020", + "issue:44242|issue:45200", + "issue:43577|issue:45216", + "issue:44016|issue:44062", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:43388|issue:43827", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "c0ae01ce820f362e3f05338193b8496641cc9bb7b31a9ab211e514f17123ae29", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36467, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers bug reports, with some superficial similarity around model-loading regressions and config handling. I would not merge any of the soft-edge pairs; they point to different concrete code paths or even different artifact types (docs, tests, notebooks).", + "confidence": 0.84, + "canonical_issue_reason": "issue:45020 is the broadest umbrella here: it is open, recent, and centered on a class of `remote_code`/model-loading regressions that overlaps several other reports more than any narrow model-specific issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best cluster anchor because it is the most general, still-active issue and can reasonably absorb related loader regressions without overfitting to one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "`trust_remote_code` missing fields in AutoConfig vs unrecognized model/config type; different config-loading failure modes." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` vs trust_remote_code cache-path collision; unrelated symptoms and fixes." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale `num_return_sequences` warning vs empty-transcription failure after token alignment; different generation bugs." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification image-processor lookup vs notebook syntax error; not the same underlying problem." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load failure vs CI break from removed Sam3LiteText config references; distinct code paths." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression vs `resize_token_embeddings` not updating `decoder.embed_tokens`; different model logic." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering drops tuple labels vs auxiliary-loss normalization; unrelated training/eval bugs." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Stale GraniteSpeech CI test vs Phi-4 multimodal loading issue; different artifacts and fixes." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized save failure vs FlashAttention load failure; different model-specific breakages." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config error vs PIL backend incorrectly requiring torchvision; separate subsystems." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing in chunked prefill vs ANSI codes in loading report; unrelated functionality." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-load failures, but for different models and root causes; not mergeable as one bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs `_torch_extract_fbank_features()` issue; different domains entirely." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "TensorFlow missing from `.[torch]` install vs vague dependency issue; not the same concrete dependency bug." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL load failure vs Qwen3.5 save_pretrained regression; same family, but different phase and code path." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs Sam3LiteText auto-mapping CI break; unrelated issues." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs TextClassificationPipeline docs mismatch; runtime bug vs documentation." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug vs Whisper empty transcription after align_special_tokens; unrelated model behaviors." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args ignored vs Qwen3.5 tie_word_embeddings warning; different problems." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs D-FINE auxiliary-loss omission; different training behaviors." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is loading and the other is save_pretrained serialization; different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model/config error vs missing `text_config` unwrap in `from_config`; related area, but distinct failures." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mention `return_all_scores` vs model/config loading error; unrelated docs vs runtime bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to the broad remote_code regression reports." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss bug vs Gemma 4 multimodal token-id defaulting; different models and code paths." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP-2 dtype propagation bug vs Qwen3.5 save_pretrained regression; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs `AddedToken()` argument conflict; not the same bug." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import failure vs many import errors after upgrade; different specific regressions." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support mismatch vs PEFT minimum-version bump; both dependency-related but not one bug." + }, + { + "left": "issue:43388", + "right": "issue:43827", + "accept": false, + "reason": "Metric label dropping vs docs still referencing removed `pipeline()`; unrelated problem classes." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi-4 multimodal default-config bug vs Llama4Config missing `pad_token_id`; separate config classes and failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 30, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "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:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44933", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712" + ], + "soft_pairs": [ + "issue:43824|issue:44933", + "issue:44462|issue:45081", + "issue:44683|issue:45542", + "issue:44279|issue:45405", + "issue:32090|issue:35141", + "issue:43299|issue:43854", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44297|issue:44462", + "issue:38175|issue:44617", + "issue:41950|issue:43650", + "issue:43976|issue:44279", + "issue:44462|issue:44779", + "issue:44521|issue:45325", + "issue:43976|issue:44987", + "issue:45600|issue:45712", + "issue:43450|issue:44279", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:43650|issue:45290", + "issue:43441|issue:44683", + "issue:44623|issue:45397", + "issue:43723|issue:44162", + "issue:44623|issue:44749", + "issue:44671|issue:44779", + "issue:43784|issue:45542", + "issue:43653|issue:45593", + "issue:44987|issue:45542", + "issue:44361|issue:45593" + ], + "prepared_review_unit_hash": "b98feeb6daeb0977ad57edc85ac51d475173a3ac64c5d4b77f98a394b367762f", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36931, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated issues with only superficial overlap (tokenizers, multimodal models, CI, quantization, embeddings). I did not find any soft pair that clearly describes the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44462 is the broadest tokenizer-loading regression in the set and sits closest to several tokenizer-related reports, so it is the best representative issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the most central and reusable problem statement here: a generic AutoTokenizer/tokenizer.json loading failure in v5, which is closer to the shared tokenizer theme than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing/imported symbols in different modules and do not indicate the same code-path bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading in general vs a specific Mistral regex patch crash; different failure modes and fixes." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled attention on newer torch versions vs TensorBoard/TensorFlow backend installation; unrelated problems." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A vague dependency issue is not the same as bumping MIN_PEFT_VERSION; no shared concrete bug." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError vs embedding reinitialization after resize; different subsystems and symptoms." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading regressions affecting different model families and code paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression vs Deepseek tokenizer output regression; both tokenizer-adjacent but not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 vs a docs mismatch for TextClassificationPipeline; unrelated issues." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class metadata written by save_pretrained vs AutoTokenizer ignoring tokenizer.json on load; related area but distinct bugs." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected probabilities in SigLIP2 vs Sam3Video OOM; unrelated model/runtime failures." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor bug vs a non-informative issue title; no shared underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility regression vs a generic dependency issue; not the same problem." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is about repository tokenizer.json being ignored while the other is a model-specific correctness regression; not the same fix." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Chat-template assistant masks for multimodal inputs vs Qwen2.5-VL rope position scaling; different multimodal bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python/dependency compatibility vs loading a specific model under transformers>=5.1.0; different root causes." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both involve repository-maintenance/cleanup, but they affect different files and failure modes, so they are not the same change." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug vs an unrelated dependency complaint." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model loading with gpu/cpu offload; both quantization-related but different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch embedding/weight handling, but one is inconsistent serialization while the other is resize_token_embeddings not updating Gemma4 outputs; not the same defect." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs Perceiver non-default resolution failure; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm vs torch.split return handling in GlmMoeDsaIndexer; unrelated implementation bugs." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "A vague data-related issue vs chat-template crashes on tool-call assistant messages; no shared underlying bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Ministral FlashAttention failure vs flex_attention failure on torch>=2.9; both attention-related but distinct concrete incompatibilities." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing files in processor.save_pretrained vs gemma-4 zero3 from_pretrained; different save/load paths and failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading in v5 vs ESM2 being broken; the titles point to different model families and problems." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained file omission vs slow filtering after upgrading transformers; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression vs Deepseek tokenizer regression; different models and code paths." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError vs TensorBoard/TensorFlow backend selection; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs D-FINE auxiliary loss behavior; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-loading failure in transformers>=5.1.0 vs backend installation issue; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs D-FINE loss behavior; 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": 31, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "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:43475", + "issue:43525", + "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:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45759" + ], + "soft_pairs": [ + "issue:43122|issue:43650", + "issue:43901|issue:43994", + "issue:44016|issue:44291", + "issue:44297|issue:45397", + "issue:43262|issue:44521", + "issue:43475|issue:44016", + "issue:44188|issue:44336", + "issue:43673|issue:43761", + "issue:43525|issue:45759", + "issue:43525|issue:43881", + "issue:43450|issue:44617", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:41628|issue:43976", + "issue:42491|issue:43299", + "issue:44336|issue:44373", + "issue:16998|issue:22355", + "issue:44242|issue:45593", + "issue:43352|issue:45250", + "issue:44295|issue:45397", + "issue:44661|issue:45542", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:44462|issue:45356", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43673|issue:44561", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "426997d16e26b55de8a6e949561684b80a9325e83947d689e1ef2bb71b5d6d97", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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 very loose: most items are unrelated Transformers bugs/regressions that only share broad themes like imports, chat templates, or model-loading failures. I do not see any soft pair that clearly describes the same underlying bug/change, so I would reject all candidate duplicate edges. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43824 is the most central and well-referenced concrete bug in the set, and it sits closest to the small import-regression theme shared by a few other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best representative issue because it is specific, reproducible, and has the strongest discussion/inbound-reference signal among the loosely related items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Different problems: tokenizer output regression vs a vague data-related issue; no shared code path." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for a pipeline option vs incorrect model/pipeline outputs for SigLIP; same area, different bug." + }, + { + "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 class metadata bug vs gemma-4 ZeRO-3 loading failure; not the same defect." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch chat templates, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 video encoder attribute error is unrelated to a notebook syntax issue." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence on torch.compile is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Cache handling regression and CLIP vision hidden_states regression affect different code paths." + }, + { + "left": "issue:43525", + "right": "issue:45759", + "accept": false, + "reason": "Both are config/model-loading related, but one is missing pad_token_id on Llama4Config and the other is failure to unwrap text_config for composite Qwen configs." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with no clear shared root cause." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Video processor shape bug vs SAM3Video OOM; not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage deserialization error and Qwen3.5 chat crash are distinct failures." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs issue vs slow import performance; no duplicate relationship." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing export/import error and Python-version compatibility issue are not the same defect." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is a hf4.x-to-hf5.x LoRA compatibility problem and the other is a Qwen3VL loading regression; too different to merge." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape-code bug in loading_report is unrelated to a position_ids docstring issue." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Auxiliary-loss omission in MoE routing and D-FINE denoising-off losses are different model-specific bugs." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "The latter is too generic to prove it is the same Flash Attention 2.0 issue; no concrete shared code-path evidence." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access bug and gemma-4 ZeRO-3 loading failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Tokenizer-mapping name bug and undefined TensorFlow backend due to tensorboard-only install are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown and unrecognized model/config loading failure do not describe the same underlying bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and fbank feature extraction are different subsystems and failures." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer.json selection issue and Kimi-K2.5 codec/regression warning are distinct tokenizer bugs." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI formatting and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages/models." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Cache regression in generation and removal of is_torch_fx_available breaking trust_remote_code are separate compatibility issues." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a Qwen2.5 VL class and Python-version incompatibility 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": 32, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44466", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45081", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43976|issue:44964", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:45081|issue:45362", + "issue:44295|issue:44749", + "issue:44779|issue:45292", + "issue:43441|issue:43540", + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:44987|issue:45459", + "issue:45292|issue:45701", + "issue:41628|issue:41950", + "issue:44779|issue:45701", + "issue:43901|issue:45003", + "issue:45561|issue:45563", + "issue:43232|issue:44336", + "issue:43065|issue:43408", + "issue:45375|issue:45759", + "issue:43526|issue:45003", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:44995|issue:45200", + "issue:43262|issue:44246", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:43653|issue:44162" + ], + "prepared_review_unit_hash": "d06130180abecc35930c7a1febc2fb9956661662fad5f1b15a2447e3396dc147", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36874, + "estimated_input_tokens": 9219, + "estimated_eval_tokens": 18694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated Transformer bugs or regressions. The only clear duplicate pair is the resize_token_embeddings propagation bug: the generic output_embeddings report and the T5Gemma decoder.embed_tokens report. No PRs were provided.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45292 is the broader, more generic report about resize_token_embeddings not updating output embeddings, and it likely subsumes the T5Gemma-specific manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest canonical anchor because it is model-agnostic, clearly reproducible, and matches the one accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: Python version compatibility/regression vs a specific model loading error." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and Gemma eos_token_id inconsistency are unrelated bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss logic vs float16 CUDA crash in a different loss path." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 multimodal token defaults are different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Tokenizer regex patch crash vs Qwen3.5 chat crash; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access IndexError and tokenizer performance regression are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenization correctness vs token embedding resize propagation are different issues." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "FlashAttention failure for Ministral and video-input handling failure for Qwen3OmniMoe are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resizing bug and Whisper empty transcription after align_special_tokens are different problems." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but they describe opposite symptoms on different model families." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a Qwen image processor is unrelated to a DeepSpeed ZeRO3/BERT index error." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading regression and protobuf error masking are not the same underlying bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Token embedding resize propagation is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Shared image-processor area, but one is an import/export issue and the other is a pipeline behavior bug." + }, + { + "left": "issue:44779", + "right": "issue:45701", + "accept": false, + "reason": "Both touch tokenization, but the symptoms and fix surfaces differ." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs handling and ANSI output in loading_report are separate concerns." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy layer concern and the other is a model-type/config mismatch." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve composite Qwen configs, but one is strict-field dropping and the other is text_config unwrapping." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and sys.modules access bug are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but the failure modes and code paths are different." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and sys.modules access are not the same issue." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache crash on second forward pass is unrelated to token-id defaults." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate default bug and MoE load-balancing loss bug are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 VisionEncoderOutput attribute error and Qwen3OmniMoe video processing error are different bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading and CUDA OOM are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization inconsistency is different from resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug and ESM2 model breakage 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": 33, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:45397|issue:45656", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:44060|issue:44077", + "issue:45137|issue:45600", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:43452|issue:45003", + "issue:43673|issue:43827", + "issue:43232|issue:43673", + "issue:28282|issue:30990", + "issue:42994|issue:43482", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:45081|issue:45103", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:43475|issue:44661", + "issue:42673|issue:43704", + "issue:45375|issue:45478", + "issue:45310|issue:45375" + ], + "prepared_review_unit_hash": "1bfede4eaf4018be3002735786c091ec91342ef0a49ba46a9177155662d5b492", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37517, + "estimated_input_tokens": 9380, + "estimated_eval_tokens": 19016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by model family or subsystem and should stay separate. Two clear duplicate groups stand out: Qwen3ForCausalLM VRAM leak (42673/43704) and Qwen3.5 MoE from_pretrained error (45310/45478).", + "confidence": 0.93, + "canonical_issue_reason": "Issue 42673 is the best canonical anchor: it is a concrete, well-scoped bug report with strong exact-duplicate evidence from 43704, and it has the richer discussion/activity of the pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42673 is the strongest overall representative in this set because it is a clear, actionable bug with an exact duplicate and minimal ambiguity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different problems: Zero3 from_pretrained failure vs optimizer stepping twice in DeepSpeed." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings in generation/fine-tuning, but the symptoms and code paths are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3.5 tie_word_embeddings warning is not the same as flash-attention generation failure." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated bugs: tied-weights warning in Qwen3-Next vs patchtsmixer post_init behavior." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to removed Sam3LiteText auto-mapping references." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both touch generation/cache, but they describe different failures in different paths." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access safety and pytest-xdist file races are different bugs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch in Qwen3-VL is unrelated to a tie-word-embeddings warning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Import error from image_utils and protobuf-error masking are different tokenizer/import issues." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp crash and Kimi-K2.5 tokenizer regression are different code paths." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both concern save_pretrained, but tokenizer metadata mismatch and processor missing files are distinct failures." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage and ESM2 breakage are separate issues." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks is unrelated to the performance regression after upgrade." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files is unrelated to DeepSpeed optimizer double-step behavior." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "GGUF/AutoTokenizer loading failure is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Cache missing in chunked_prefill is not the same as stale docs referencing removed pipeline()." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update bug and missing cache in chunked_prefill are different generation issues." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch ImportError and Sentence Transformers loading stall are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failure." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering slowdown after upgrade and optimizer double-step under DeepSpeed are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance regression in filtering is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video missing attribute and trust_remote_code config field loss are different bugs." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and gemma-4 Zero3 issue are not enough to identify the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings warning is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 encoder attribute error and qwen2.5-vl video position ids are different failures." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Two different import errors involving different symbols and modules." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id in Llama4Config are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3 video encoder bug and tokenizer-mapping add-new-model-like failure are different concerns." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact bug title and same VRAM leak symptom in multi-dataloader-thread use; clear duplicate." + }, + { + "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 the same concrete bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE from_pretrained error and missing deepstack_visual_indexes are different symptoms and likely different code paths." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title-level bug report about Qwen3.5 MoE from_pretrained failing on transformers>=5.4.0; clear duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both cited duplicate groups have identical titles, and the rest of the pairwise rejections stay conservative by not overclaiming equivalence from shared model families or subsystems alone. No obvious evidence inflation." + }, + "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": 34, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45712" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:42994|issue:44164", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:42175|issue:45712", + "issue:43377|issue:44242", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:44964|issue:45137", + "issue:45561|issue:45600", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:43232|issue:44188", + "issue:44188|issue:44373", + "issue:43278|issue:45137", + "issue:43784|issue:43824", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:43874|issue:45092", + "issue:42898|issue:44448", + "issue:43479|issue:44079", + "issue:44188|issue:44964" + ], + "prepared_review_unit_hash": "f0f30ed9a54ba338123bd1b7990d5f53625b47d58b2035b7851c53ac3d290b9b", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37295, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs across imports, tokenizer behavior, multimodal model loading, quantization/save-pretrained, distributed training, and test/CI infrastructure. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failures: vitpose model breakage vs Gemma 4 mm_token_type_ids handling." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; no shared code path is evident." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "One is an accuracy regression with FineGrainedFP8, the other is save_pretrained failure for FP8 MoE models." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both involve serialization, but one is quantized model saving and the other is extra_state handling in save/from_pretrained." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Different phases and symptoms: FP8 save_pretrained bug vs Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Separate import breakages for different APIs: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency issue vs dummy classes leaking into dir/check_repo; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI encoder padding-mask behavior is unrelated to MoE load-balancing loss computation." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model/version problems with different failure modes; not the same concrete bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config loading vs pytest-xdist file race; entirely different subsystems." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading issue and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker race on captured_info.txt vs stale auto_mappings references; different CI/codegen problems." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one concerns clean_up_tokenization_spaces and the other add_special_tokens/BOS-EOS behavior." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs xdist file-race in test utilities; no overlap." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation KV-cache sync bug vs janus image generation test failure; different code paths and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation sync_gpus bug and attention-kernel divergence under torch.compile are separate issues." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Kernel branching bug versus a docstring issue; not the same underlying change." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype change in evaluation is unrelated to the DeepSpeed ZeRO3 deque crash." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different missing-import breakages for different packages/models; no shared root cause." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is a save-path issue, while Qwen3.5 MoE from_pretrained is a load-path/model issue." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs and DeepSpeed OOM with Adafactor are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading issue is distinct from add_special_tokens tokenization behavior." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer cleanup flag behavior and Kimi-K2.5 codec/fix_mistral_regex regression are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both affect tokenizers, but the concrete failure modes and model-specific paths differ." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-Next tied-weights warning bug is unrelated to missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump and leftover dummy classes are unrelated repository-maintenance issues." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal-model incompatibilities: GLM46V image-patch accounting vs InternVL2 meta-init failure." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both mention version regressions, but one is tokenization cleanup and the other is Pegasus output differences." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization bug and ModelOutput key assignment bug are different abstractions." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "Attention-kernel divergence under compile and Phi-4 multimodal 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": 35, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44869", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45459", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:44295|issue:45656", + "issue:42898|issue:43295", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:41628|issue:45459", + "issue:44222|issue:44297", + "issue:43976|issue:44933", + "issue:44297|issue:45656", + "issue:43479|issue:44869", + "issue:44206|issue:45103", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:30333|issue:34689", + "issue:43723|issue:44977", + "issue:44297|issue:45310", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44263|issue:44360", + "issue:44222|issue:44484", + "issue:43873|issue:44945", + "issue:44483|issue:45406", + "issue:44263|issue:45092", + "issue:44373|issue:44485", + "issue:43479|issue:43644", + "issue:44514|issue:45103", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43479|issue:44913", + "issue:30990|issue:38175", + "issue:41628|issue:43824", + "issue:22355|issue:28282" + ], + "prepared_review_unit_hash": "987fbbd1e2e49d14772c2ff8e01506702d43c26595030c4dccead3baab22d800", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37442, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster: it mixes many unrelated import, packaging, tokenizer, save/load, model-config, serving, and training bugs. The soft links are mostly broad lexical similarity, not the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a good canonical anchor; the cluster spans unrelated regressions across imports, saving/loading, training, and model behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of these items clearly represents the others, so selecting one would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error and double optimizer step under deepspeed are unrelated bugs." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenization cleanup behavior and processor.tokenizer access are different regression surfaces." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both are import-related, but one is a missing image_utils symbol and the other is dummy class leakage." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend extra packaging issue and missing image_utils import are different problems." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "AutoImageProcessor import failure and tokenizer protobuf error masking are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained/moe bug and tokenizer_class mismatch in tokenizer_config are different save-related issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support problem and missing image_utils import are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch and optimizer step duplication are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 multimodal config defaults and Whisper timestamp decode crash are different code paths." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center arg in a feature extractor and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue and missing processor.save_pretrained files are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention saving, but one is FP8 MoE serialization and the other is processor artifact omission." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job-state reporting and CustomTrainer.compute_loss signature mismatch are different training issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "AutoImageProcessor import failure and huggingface_hub is_offline_mode import error are different missing-import problems." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting and Llama 3.2 model loading regression are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading in v5 and Qwen3.5 flash-attention generation are different model/tokenizer issues." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class save mismatch and Qwen3.5 MoE from_pretrained failure are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing torch for AutoModel and MLflow reporting of failed jobs are completely different bugs." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting and output embedding reinitialization are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return-value issue and missing ReLU in the DSA indexer are different implementation bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained MoE bug and max_shard_size default discussion are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallelism output errors are different problems." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are unrelated serving bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split behavior in an indexer and old InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids and GLM-5 RoPE implementation are not the same issue." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4 config initialization and junk-filled non-persistent buffers are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched apply_chat_template crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access error and processor.save_pretrained missing files are different save/buffer bugs." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "AutoTokenizer loading regression and Gemma eos_token_id inconsistency are different tokenizer/config problems." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in q_a_layernorm and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Old InternVL2 meta-init incompatibility and Qwen3.5 visual-key save bug are different multimodal regressions." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4 multimodal defaults and GPTNeoX rotary_pct reload behavior are unrelated config bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are different model issues." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "AutoImageProcessor import failure and missing Qwen2_5_VLForConditionalGeneration import are different missing-symbol issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and AutoModel requiring torch are unrelated import errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 36, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "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:44117|issue:44704", + "issue:43232|issue:45593", + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:43756|issue:44060", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:44295|issue:44297", + "issue:43232|issue:45245", + "issue:43723|issue:44779", + "issue:43723|issue:44442", + "issue:43408|issue:43475", + "issue:43784|issue:45600", + "issue:44261|issue:44373", + "issue:41628|issue:45278", + "issue:43122|issue:44521", + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:43232|issue:44743", + "issue:43116|issue:45200", + "issue:44625|issue:44829", + "issue:43122|issue:44779", + "issue:29127|issue:30990", + "issue:44038|issue:44297" + ], + "prepared_review_unit_hash": "81fc8fbd7ec89e2520aef8d4e649b2adceb2098f1158e07c899d3201d6876f4d", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37185, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "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. There are a few loose v5/import/tokenizer regressions, but none of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for the shared v5 import-regression theme; most other items are narrower or unrelated model/config bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative standalone issue because it summarizes a general post-upgrade import failure pattern rather than a single narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different code paths and different bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3.5 from_pretrained import failure are unrelated symptoms." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A torch.split bug and a wrong docstring are not the same underlying issue." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and an image-triggered infinite loop are distinct failures." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "An FP8 accuracy issue and a Qwen3-VL-Moe bug do not appear to share the same concrete defect." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a specific huggingface_hub symbol error while the other is a broad v5 import regression." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and a sentence-transformers import NameError are different failures." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong tokenizer decoder type are separate tokenizer issues." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES handling and AutoProcessor kwarg forwarding are different from_pretrained paths." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg update logic and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a GlmMoeDsaIndexer split issue are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading problems, but they affect different models and different failure modes." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs and chat-template tool-call crashes are different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer handling and Qwen3-Next tied-weights warnings are unrelated model implementation bugs." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save failures and pipeline-parallel output errors are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer output drift and multimodal chat-template padding crashes are different issues." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer reading for position_ids and tokenizer_config save mismatch are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation state update logic and a category-cardinality runtime error do not match." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is load failure and the other is incorrect tokenization output." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes failing to load is too broad to be the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning and missing attribute in Sam3VisionEncoderOutput are different SAM3 problems." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import failure and Sam3LiteText auto_mapping CI breakage are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config bug and a docstring issue are not duplicates." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor is one specific import break; the other is a broader set of import errors." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer behavior drift and zeroed assistant masks for multimodal chat templates are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation discussion are not the same defect." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA q_a_layernorm precision/config handling and a wrong docstring do not match." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "AutoImageProcessor import removal and general upgrade import errors are related only at a high level, not as one concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results in an example script and Gemma 4 token-type defaults are different issues." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated model behaviors." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer load failure and tokenizer output regression may both involve v5, but not the same specific bug." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and Sentence Transformers loading are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug reports and tokenizer save metadata mismatch are different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 37, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33453", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44295", + "issue:44351", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:42907|issue:44964", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:39401|issue:44488", + "issue:43824|issue:44351", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:43066|issue:44779", + "issue:39401|issue:44521", + "issue:42757|issue:44351", + "issue:45216|issue:45478", + "issue:43122|issue:44977", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:42907|issue:44222", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:43976|issue:45446", + "issue:42371|issue:43874", + "issue:43493|issue:45753", + "issue:44075|issue:44936", + "issue:42831|issue:45753", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:43116|issue:43493", + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:42175|issue:44938", + "issue:38617|issue:45278", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:44117|issue:45588" + ], + "prepared_review_unit_hash": "1adc32386fb9b3000880303e666b4a119860e804276c0dc53131931bcfe21d97", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37344, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of Transformers v5-era regressions spanning tokenizer behavior, model loading, import errors, and a few training/generation issues. The soft pairs mostly share only broad subsystem similarity, not the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 33453 is the broadest representative of the repeated loading/tokenizer regression theme, though the overall cluster is still too heterogeneous to be a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 33453 is the most suitable global anchor because it is generic and closest to the recurring load/tokenizer failure pattern across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure vs multimodal model load failure; different code paths and likely different root causes." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf AutoTokenizer/AutoModel loading are unrelated symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe FlashAttention issue vs position_ids buffer access error; not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different failures: offset_mapping bug vs failing to load a specific tokenizer model." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different dependency surfaces." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and multi-label classification empty outputs are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad Qwen3-family area, but one is a FlashAttention path issue and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong decoder type in v5 vs Deepseek tokenizer incorrect results; different tokenizer bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping regression vs multimodal assistant_masks issue; distinct functionality." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/modules; not one underlying defect." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but save_pretrained checkpoint corruption and from_pretrained loading errors are different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "General tokenization difference across versions vs Qwen3.5 flash-attention generation failure; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weight and not forwarding kwargs to cached_file are separate loading issues." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError vs PyTorch version check bug for AuxRequest import; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Saving dequantized models vs FP8 save_pretrained moe are both save-related, but not the same concrete failure." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation error and GLM-5 RoPE discussion are different problems." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral-3 FlashAttention failure affect different models and paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs AuxRequest import version check bug; different scopes." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings warning and missing image patch count method are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy vs Qwen3_5 infinite loop on a specific image; different model behavior bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD args ignored and trainer.evaluate() failing after train() are separate training issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3_5 infinite loop are not the same defect." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label classification output bug vs pipeline translation support error; different APIs and causes." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but FlashAttention generation failure and from_pretrained error are different concrete code paths." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained moe vs Qwen3.5 Moe from_pretrained error; distinct operations and failures." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification bug and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT and missing GenerationMixin cache are separate bugs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Helper output-length behavior in qwen3_omni_moe vs PyTorch version check bug; not the same issue." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure and stale paged-generate warning are different generation-path problems." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow backend in torch extra vs Python 3.14 load failure; unrelated packaging/runtime issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific ImportError for layer_type_validation vs broad many-import-errors report; too broad to treat as one duplicate." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer loading regression vs Qwen3 tokenizer offset_mapping bug; related area but not the same defect." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different models and different tokenization failures." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and flash_attention s_aux=None crash 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": 38, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45459", + "issue:45464", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:22355|issue:29127", + "issue:43827|issue:45446", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:39401|issue:43421", + "issue:44117|issue:45081", + "issue:42673|issue:45072", + "issue:38617|issue:41628", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:44829|issue:45216", + "issue:44291|issue:45071", + "issue:42175|issue:42222", + "issue:44410|issue:45310", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:44964|issue:45278", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:38617|issue:44220", + "issue:42371|issue:44261", + "issue:42222|issue:45459", + "issue:43097|issue:44493" + ], + "prepared_review_unit_hash": "25b94212b1c185eaa79f1c38226a8cce40e5252ea783b52a97dcbf339d77b70e", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35710, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicates here; the soft pairs are mostly superficial matches on broad themes like imports, tokenizers, or chat APIs, but they describe different failures and code paths.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43097 is the clearest broadly applicable regression report in this set: concrete, closed, and tied to a v5 API break with downstream references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the best representative issue overall because it is specific enough to be actionable yet broad enough to stand in for nearby v5 compatibility complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated import failure vs. LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs/pipeline deprecation mismatch is unrelated to a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Different problems: eval-mode gradient checkpointing vs. incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific failures; GenerationConfig validation is not the same as flash-attention generation breakage." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both touch video processing, but one is a batched-shape bug and the other is a missing-torchvision import crash." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pinning issue is unrelated to the flex_attention import-version check." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset-mapping bug and runtime special-token post-processing bug are different code paths." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES fallback bug is unrelated to the Mistral regex patch AttributeError." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatches in other models are distinct issues." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different regressions." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_tracker vs. key error loading MobileLLM are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage is unrelated to the TensorBoard-without-TensorFlow backend error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Training degradation with flash_attention_3 is not the same as a bad save_pretrained checkpoint regression." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Different compatibility regressions: unexpected init_empty_weights arg vs. PretrainedConfig type-checking breakage." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backend dependency issue is unrelated to VitPose model breakage." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained errors are different model-loading failures." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size behavior is unrelated to Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation and unrecognized-model config.json errors are different issues." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Same API surface, but one is a generic request rejection and the other is a streaming inference failure on a specific model." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer argument handling and double optimizer-step behavior are distinct bugs." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is not the same as a broad import-error regression after upgrade." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is decoder-type mismatch and the other is changed tokenization output." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "PyTorch precision warning on compile is different from BLIP2 dtype fields staying float32." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to the _torch_extract_fbank_features bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior-setting change is unrelated to the MLA q_a_layernorm precision/config issue." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage is unrelated to tokenizer error masking when protobuf is missing." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API and unexpected position-id keys are different regressions." + } + ] + }, + "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": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43577", + "issue:43873", + "issue:43874", + "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:44464", + "issue:44484", + "issue:44485", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45375", + "issue:45478", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:44410|issue:45478", + "issue:44263|issue:44485", + "issue:43012|issue:43408", + "issue:43441|issue:44829", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:42673|issue:44977", + "issue:42371|issue:42831", + "issue:42673|issue:43906", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:43931|issue:44038", + "issue:43976|issue:44945", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44464|issue:45071", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44410|issue:45375", + "issue:42673|issue:43577", + "issue:38617|issue:44351", + "issue:44704|issue:45103", + "issue:44038|issue:44410", + "issue:44261|issue:44485", + "issue:43986|issue:44117", + "issue:44964|issue:45341", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:43097|issue:43873" + ], + "prepared_review_unit_hash": "20f48114169e22b442ef10cf1ae973690da9eaee8f3f67bcfbb4967a1a9aa204", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "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 mostly a grab bag of unrelated Transformers regressions and import/loading issues. The only visible common thread is a loose v5-breaking-change / API-regression theme, but none of the soft pairs look like true duplicates of the same underlying bug.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43097 is the best representative of the cluster\u2019s broad v5-regression theme: a concrete API removal with user-visible breakage, and it has the clearest cross-links to other nearby compatibility complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone triage target: it is open, actively discussed, has multiple inbound references, and describes a concrete high-impact behavior bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different subsystems and failures: image-patch counting vs missing RMS norm epsilon in MLA." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 model bugs: missing projections vs loading failure." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split/indexing behavior is unrelated to a RoPE implementation issue." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A BF16 precision warning is not the same bug as a model-type mismatch warning." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention attention, but these are different concrete bugs in different code paths and symptoms." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking breakage and a TensorFlow backend detection error are different issues." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in multithreaded loading is not the same as flash-attention generation corruption." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy drift are different problems." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "Insufficient evidence of the same bug; only a vague similarity in model/runtime troubleshooting." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash without torchvision and max_shard_size behavior are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None and a model load failure do not look like one underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Different failures: removed config flag vs gguf_file loading breakage." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and config type-checking are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL-related loading issues with no clear shared code-path." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "A model-type warning and a tie_word_embeddings warning are distinct config messages, not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related bugs: missing image-patch helper vs torch.split return handling." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "flash_attention_3 training collapse is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two different missing-symbol import errors from different packages/modules." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP/optimizer-state corruption is not the same as Liger kernel application in model_init." + }, + { + "left": "issue:44464", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer.AddedToken keyword conflict and TOKENIZER_MAPPING_NAMES returning None are different failure modes." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config-flag removal is unrelated to a flash_attention.py crash on sink-less models." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections and missing config field are different model-definition bugs." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leakage across dataloader threads is unrelated to dtype propagation in Blip2 loading." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: layer_type_validation vs HybridCache." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "cached_file kwargs forwarding and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Two different Qwen3-family issues, but not the same concrete bug or code path." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA layernorm epsilon precision issue is unrelated to the GLM-5 RoPE implementation." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video AutoProcessor/torchvision crash and tokenizer mapping None are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Phi-4 multimodal loading failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still causing requests is unrelated to missing embed_tokens.weight in UMT5Encoder." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Different failures: removed config flag vs gguf_file loading breakage." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve attention internals, but the model-specific FlashAttention failure and sink-less-model AttributeError are different code-path 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": 40, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45381", + "issue:45561", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:43066|issue:43906", + "issue:43986|issue:45372", + "issue:43986|issue:45290", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:42617|issue:45341", + "issue:43992|issue:44484", + "issue:45341|issue:45588", + "issue:43208|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:43012|issue:43550", + "issue:42907|issue:45753", + "issue:43531|issue:45341", + "issue:42907|issue:44655", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:42757|issue:43824", + "issue:43012|issue:44683", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:44038|issue:44230", + "issue:43064|issue:44380", + "issue:38617|issue:43502", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:36010|issue:42757" + ], + "prepared_review_unit_hash": "412b66d56d1d2b144839a106c323b3ab231a8f8c76a62057f0e9c9f9c40a8970", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37930, + "estimated_input_tokens": 9483, + "estimated_eval_tokens": 19222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous mix of v5 regressions, import errors, and unrelated runtime bugs. I would keep the cluster conservative: 43097 is the best anchor, and no soft edges should be accepted; in particular, 43618 vs 43761 is only a topical CLIP/v5 similarity without a shared concrete fix path.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43097 is the strongest anchor: it is a clear user-facing v5 API regression with inbound references and a concrete symptom tied to a specific removed/config change.", + "canonical_pr_reason": null, + "best_issue_reason": "Same reason as the canonical pick: it is the most self-contained, high-signal regression in an otherwise mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Both are v5-related, but one is a tokenizer decoder-type bug and the other is a reproduction of a separate earlier issue; not the same defect." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different failure surfaces: missing torchvision handling versus a mistral_common import error during Gemma 4 processor loading." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor/video-model loading without torchvision is unrelated to chat-template crashes on tool-call messages." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing utilities, but one is a generic bug report and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor-loading failure and a testing_utils bug are unrelated code paths." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "API removal regression and documentation mismatch are different artifacts and likely different fixes." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline error messaging and Pipeline save_pretrained persistence are separate problems." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to the testing_utils race report." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing model weights in from_pretrained and /v1/chat/completions request rejection are distinct bugs." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "A testing_utils race and a flash_attention AttributeError on sink-less models are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different models and different backend/training failure modes; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A PyTorch precision warning and a Qwen3.5 tie-word-embeddings warning are only loosely similar." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient checkpointing in eval mode are separate issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Compile-time precision warning and Bamba SDPA compile failure are not the same defect." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model saving and an infinite generation loop are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the testing_utils report." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Quantized/dequantized save-pretrained behavior and Pipeline save_pretrained are different save paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "An HTTP chat-completions API rejection is not the same as a chat_template preprocessing crash." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols in different packages and different code paths." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A compile-time warning is unrelated to a flex_attention failure on newer torch." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "These are only loosely related CLIP/v5 vision-output regressions; the packet does not show a shared concrete fix path or linked evidence." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Request handling in chat-completions and apply_chat_template tool-call crashes occur at different layers." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "They both mention Qwen3-VL-MoE/fp8, but one is a loading regression and the other is fp8 inference support." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2+PEFT optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and ignoring local_files_only are unrelated bugs." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL-MoE loading breakage and a sorted-state_dict load error are not the same regression." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "An HTTP API request rejection is unrelated to a Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:43097", + "right": "issue:44655", + "accept": false, + "reason": "A removed config flag and inability to save Pipeline objects are different problems." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute errors on different objects/models; not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A sorted-state_dict load failure and a bad saved checkpoint are related in theme but not clearly the same underlying regression." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure and Pipeline save_pretrained failure are distinct save-path issues." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash-Attention-2 support gating and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder-type bug and Qwen2.5-VL video vision_position_ids bug are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different modules with no shared code-path bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong for the evidence in the packet: issue:43618 vs issue:43761 was accepted as the same regression, yet the packet only shows a loose topical similarity (both CLIP/v5 vision-output regressions) and no concrete shared fix path or linked evidence. That should stay conservative/false. Also, the summary says two soft edges were accepted, but only one accept=true appears in the verdict list." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 41, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44977", + "issue:45216", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:44263|issue:45440", + "issue:44220|issue:44655", + "issue:43756|issue:44485", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:43906|issue:45753", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43441|issue:44380", + "issue:43992|issue:45310", + "issue:43352|issue:44380", + "issue:44380|issue:45479", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:43064|issue:44492", + "issue:43618|issue:44380", + "issue:44355|issue:44855", + "issue:43352|issue:45478", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:44360|issue:45440", + "issue:43064|issue:44655", + "issue:36296|issue:43575", + "issue:44077|issue:44380", + "issue:43618|issue:44857", + "issue:43618|issue:45588", + "issue:43867|issue:44484", + "issue:28282|issue:33453", + "issue:43618|issue:44977", + "issue:43901|issue:44938", + "issue:44655|issue:44938" + ], + "prepared_review_unit_hash": "496451ab2b43b9d56baa3bb83507f82bab8bb9045aa896e530c4488701819588", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38376, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated single-issue reports. Keep the Qwen3.5 MoE from_pretrained regression as the strongest issue candidate, but the import-slowdown pair (41669/44246) is only thematically similar and should not be treated as a confirmed duplicate from the packet alone.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45310 is the clearest report of the Qwen3.5 MoE from_pretrained regression, and issue:45478 appears to be an identical duplicate by title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best overall issue candidate because it is a concrete, well-scoped regression with an identical duplicate in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different bugs: DSA indexer split behavior vs DeepSeekV3 MoE implementation divergence." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Different code paths: audio fbank feature extraction vs saving Pipeline objects." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they are model-specific bugs in different models." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config attributes on different models." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression is unrelated to the Qwen3.5 save_pretrained checkpoint issue." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "A reproduction of an earlier issue and an image-specific infinite loop are not the same underlying bug." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different failures: config attribute error vs missing load-balancing loss." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with different root symptoms." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen, but one is Qwen3VL MoE loading and the other is a generation loop on a specific image." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support error is unrelated to Python-version compatibility." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Model-specific FlashAttention failure vs GPT2 attention scaling backend bug." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing weights and Qwen3.5 MoE from_pretrained errors are different model-specific loading bugs." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Same broad backend area, but different concrete bugs and models." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend bug vs classification loss degeneracy are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both are about slow imports, but the packet only shows similar titles and not enough evidence for the same root cause or code path." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict ordering load failure and dropped config fields are different problems." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Trainer/FSDP optimizer-state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different regressions: CLIP attentions assignment vs GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a torch.jit parsing IndentationError are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "FlashAttention support issue vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Missing model config attribute vs tokenizer mapping returning None." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Seed-related flaky test failures and an xdist file race are different test issues." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Tie-embeddings API removal and FlashAttention support are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: sorted state_dict load error vs incorrect visual encoder keys on save." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility complaints, but they target different versions and failure modes." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model-specific load failures with no shared concrete code path." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer behavior and DeepSeekV3 MoE divergence are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Saving Pipeline objects and training optimizer-state corruption are different issues." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs TP OOM on model loading are not the same underlying issue." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init policy and GPT2 attention scaling are different problems." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different subsystems: CLIP attentions vs LwDetr AMP/CUDA crash." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Both mention attention/FlashAttention, but the model and failure mode differ." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "A load error with sorted state_dict is unrelated to the shard-size question." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "AutoModel missing PyTorch is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Docs issue vs runtime Python-version incompatibility." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Pipeline save_pretrained failure is unrelated to Python 3.14 load failure." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the conservative false/duplicate judgments are grounded in the packet, and the canonical Qwen3.5 issue choice is reasonable. However, the one accepted soft-edge pair (issue:41669 / issue:44246) is stated too strongly: the packet only shows two similar import-slowdown titles, not enough to conclude they are the same underlying bug or that one identifies the exact cause. The summary should stay at the level of thematic similarity unless there is more direct evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 42, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43010|issue:44075", + "issue:42548|issue:44351", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:30333|issue:33453", + "issue:43723|issue:44556", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:44315|issue:44360", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:43010|issue:45656", + "issue:33453|issue:34689", + "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:41628|issue:42548", + "issue:43010|issue:43976", + "issue:31795|issue:38617", + "issue:38617|issue:43576", + "issue:44908|issue:44961", + "issue:43576|issue:44351" + ], + "prepared_review_unit_hash": "3673390da3eed75a4143dd83c5d737d4ec5adfbdbf9100d6609f40f49328fcbe", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39463, + "estimated_input_tokens": 9866, + "estimated_eval_tokens": 19988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a mix of separate Transformers v5 regression/import/loading reports rather than one duplicate bug. Issue 45278 is the broadest representative; no PRs were provided.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broad umbrella report for multiple import failures after upgrading to 5.5.0.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best represents the cluster because it captures the shared v5 import-regression theme at the highest level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness in SamHQ vs a Phi-4 multimodal model-loading failure; unrelated bugs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues: missing set_seed coverage vs a stale device override test." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test seeding flake vs removed Sam3LiteText config references; different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leak vs AddedToken keyword duplication; different failure modes." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache update no_grad concern vs SGD argument handling; not the same bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but different missing symbols with different root causes." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "SamHQ test seeding flake vs a testing_utils bug; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained issue vs missing tensor-parallel plan; different model features." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline loading API leak vs GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file error vs a slow-filtering performance regression; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs documentation confusion; not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5 MoE area, but tensor-parallel support and from_pretrained failure are distinct." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization OOM vs checkpoint reload regression after upgrade; different problems." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 MoE config gaps: tensor-parallel plan vs deepstack_visual_indexes." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache no_grad/update bug vs broad import-error regression; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow training-job status vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression vs checkpoint reload failure; different concrete load paths." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update semantics vs a tied-embeddings warning; not a duplicate." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline API requests vs FP8 save_pretrained bug; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Real loading bug vs placeholder issue title; no duplicate evidence." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel model_init behavior vs DSA indexer ReLU discussion; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs GLM46V image patch API error; different bugs." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting failure vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled file execution errors vs Pipeline save_pretrained support; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both touch FP8/MoE, but save_pretrained failure and inference support are different." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors vs PretrainedConfig type-checking breakage; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs stale after pipeline removals vs unrelated placeholder issue." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache update semantics vs deepspeed optimizer-step duplication; different code paths." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression vs Llama 3.2 model-loading breakage; related theme, different bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Different model/version-specific loading regressions; not the same underlying issue." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol vs broken v5 env command; unrelated." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command vs PretrainedConfig typing breakage; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command vs Qwen2_5_VL import failure; different symptoms." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder title vs Gemma-4 audio positional encoding bug; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different exported classes and likely different causes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update semantics vs Python-version compatibility problem; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion vs missing import symbol; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing configuration_utils symbol vs broken env CLI command; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug vs placeholder issue title; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env command vs HybridCache import failure; 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": 43, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43010", + "issue:43232", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44373", + "issue:44393", + "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:45341", + "issue:45478", + "issue:45542", + "issue:45753" + ], + "soft_pairs": [ + "issue:43010|issue:43232", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44273|issue:45003", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44373|issue:44961", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:43673|issue:44492", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:41669|issue:44492", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:42371|issue:44492", + "issue:44655|issue:44861", + "issue:43576|issue:44273" + ], + "prepared_review_unit_hash": "41e727272fc23e3dd25dc67d9f36ff92d3193edee76e792495e03210b0669c1a", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38419, + "estimated_input_tokens": 9605, + "estimated_eval_tokens": 19466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: most items are loosely related Transformers issues (v5 migration, lazy loading/imports, generation/cache behavior, tokenizer/processor save-load, and model-specific bugs), but the soft pairs only show superficial keyword overlap rather than the same underlying defect. No pair looks safe to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; the issues span several unrelated bug classes. If one representative must be chosen, issue:41669 is the most concrete and triageable, but it only reflects the import/lazy-loading performance subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:41669 is the strongest anchor because it is specific, well-described, and has observable impact and references. It is still not a good global canonical for the whole cluster, just the best representative issue among these heterogeneous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both involve generation/cache update methods, but one is about no_grad decoration on cache/layer updates and the other is about _update_model_kwargs_for_generation after sync_gpus. Different code paths and fixes." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs. text classification pipeline docs mismatch; unrelated symptom and subsystem, only broad v5-era similarity." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing AutoImageProcessor failure is not the same as errors with compiled Python files; different import/runtime failure modes." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated model-specific issues." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue is unrelated to the DSA indexer ReLU discussion; different numerical component and fix scope." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problem vs. unsafe sys.modules access in modeling_utils; both touch import behavior, but they are not the same defect or code path." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save_pretrained files is a concrete serialization bug; the second is a generic bug report with no evidence it is the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading not working and tensorboard-without-TensorFlow backend error are separate environment/import issues." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3-VL 2D bounding box hallucination differs from Qwen3_5 infinite loop on a specific image; same model family, but different failure modes and likely different fixes." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken 'transformers env' command in v5 is not the same as checkpoint reload incompatibility after upgrade; one is CLI/config output, the other is model loading compatibility." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Vision model bounding-box output bug is unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe bug and missing _tp_plan for Qwen3_5Moe are both model-family issues but concern different breakages and code paths." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import * performance/lazy-loading problem and GenerationMixin cache missing during chunked_prefill are distinct regressions with different mechanisms." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both mention v5 migration incompatibilities, but one is general checkpoint reload failure and the other is remote-code meta initialization incompatibility for InternVL2; not the same bug." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; 'racoon' provides no evidence of the same issue." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor.from_pretrained kwargs forwarding and inverse_sqrt scheduler kwargs handling are unrelated API plumbing bugs." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "SAM HQ test flakiness from missing set_seed and inverse_sqrt scheduler kwargs are unrelated; one is test determinism, the other is scheduler configuration." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import taking long sometimes and lazy loading broken are both import-related, but one is performance regression and the other is functional breakage." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video vs sam3_tracker warning is a config/model-type mismatch; Liger Kernel not applied with model_init is a training integration issue." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to Qwen3-VL bounding box hallucinations." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention 2 unsupported and Qwen3-VL hallucination are different model-specific failures." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained class mismatch and generic bug report do not share a concrete underlying defect." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI and inverse_sqrt scheduler kwargs are unrelated; same release window is not enough to merge." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are different API layers with different fixes." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer/read bug is unrelated to an unspecified generic bug report." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and cache strategies typo are not the same issue; one is functional, the other is wording/labeling." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * performance/lazy loading and missing HybridCache import are both import-related but distinct symbols and failures." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import performance issue and a little bug in testing_utils.py are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import * cleanup/performance and typo in cache strategies are not the same underlying bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D box output error differs from Qwen3.5 Moe from_pretrained error; separate model families and failure points." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and flash_attention_3 degenerate training are both training-related, but different mechanisms and code paths." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to _get_tied_weight_keys crashing on list-valued _tied_weights_keys." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() after removals and inverse_sqrt scheduler kwargs are different issues in different areas." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Confusing forward docs for input_ids/past_key_values and tokenizer loading regression share only a general docs/loading theme; no same bug or fix path." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Model import performance and scheduler kwargs handling are unrelated regression types." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings guidance and cache strategies typo are clearly unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied weight keys AttributeError are separate serialization/model-introspection bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading not working are both v5-related, but they do not describe the same code path or symptom." + } + ] + }, + "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": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:43827|issue:44492", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:41669|issue:44998", + "issue:43066|issue:44998", + "issue:43704|issue:44998", + "issue:43572|issue:44861", + "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": "8cf95ad57232c36f9449edf2272e4a91e4b54219534c3d5971f4e647f5771a65", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1441, + "serialized_chars": 742743, + "estimated_input_tokens": 185686, + "estimated_eval_tokens": 371628 + }, + "budget": { + "node_count": 38, + "item_count": 38, + "soft_pair_count": 37, + "serialized_chars": 32376, + "estimated_input_tokens": 8094, + "estimated_eval_tokens": 16444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: docs, tokenizer/loading regressions, scheduler issues, model-specific bugs, and a few unrelated one-off reports. No soft edge looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43519 is the most concrete user-facing runtime bug; however, the overall set is not a true duplicate cluster and the rest do not cohere around one bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43519 is the best representative only in the sense that it has a specific reproducible symptom and clear code path; it is not actually duplicate-similar to most of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU omission vs Gemma4AudioRelPositionalEncoding; different models and different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 Moe from_pretrained failure; not the same concrete issue." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs still referencing pipeline() vs a typo in cache strategy text; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction vs inverse_sqrt scheduler kwargs handling; different subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation bug vs GLM-5 RoPE implementation; different bugs." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "import * cleanup/perf issue vs VRAM leak in multi-threaded dataloading; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug vs scheduler kwargs bug; no shared code path." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc wording confusion vs Llama 3.2 model loading regression; different problem classes." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation clarification vs missing flash_attention utility import; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "model_init not applying Liger Kernel vs old InternVL2 checkpoints failing meta init; different failures." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak under threaded dataloading vs RoPE implementation bug; different concrete bugs." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation vs Gemma4AudioRelPositionalEncoding; both positional-encoding-ish but not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API deprecation warning vs VRAM leak; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still making requests vs Qwen3VL timestamp calculation; different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp bug in processor logic vs processor.save_pretrained missing files; not the same issue." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug vs multi-thread VRAM leak; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling in DSA indexer vs Gemma4AudioRelPositionalEncoding; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in CI vs Gemma4AudioRelPositionalEncoding; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue vs Gemma4AudioRelPositionalEncoding; different model families and failures." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in dataloader threads vs testing_utils bug; unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 regressions, but one is a broad behavior difference and the other is a decoder-type bug; not clearly the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated 'Unemployment' issue; no relation." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "_get_tied_weight_keys AttributeError vs chat template crashes with tool calls; different functions and symptoms." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs tied-weights list handling; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "import * removal/perf topic vs unrelated issue title; no duplicate signal." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type regression vs unrelated issue title; no duplicate." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak vs unrelated issue title; no duplicate." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing vs tied-weight key extraction crash; different bugs." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading vs import error for layer_type_validation; different failure modes." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer ReLU bug vs unrelated title; no duplicate." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 inference support request vs processor.save_pretrained missing files; different concerns." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job-reporting failure vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowdown vs tensor parallel training bug; different issues." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading slowdown vs documentation confusion in model.forward; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 support request vs Qwen3.5 Moe from_pretrained error; different change requests/issues." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading vs tokenizer loading regression; both about loading, but not the same underlying bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching lacking audio-model support vs fp8 infer support for Qwen3-VL/Qwen3.5; different feature gaps." + } + ] + }, + "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": "d3be0b0b8b33b09f5745306d0d052ca48bed77528ac32be91d701350bc4b264b", + "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 not duplicates: one tracks Flash Attention 2 support across more architectures, the other tracks GGUF support across more architectures. They are related only at a very broad \u201cmore architectures\u201d level, but they target different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying requests: Flash Attention 2 vs GGUF. Same broad theme, but not the same bug/change and not something that would be merged into one issue." + } + ] + }, + "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": "e777ade57937c408d5fb32356e17f1dd6a6339321078f85639b33f4209833d54", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all highly similar i18n docs-translation issue templates, but they appear to target different languages/locales rather than the same underlying request. The Turkish issue is the only concrete, language-specific one.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 27088 is the only explicitly Turkish request; the others are generic template issues for other languages, so there is no single duplicate issue to canonicalize across all four.", + "canonical_pr_reason": null, + "best_issue_reason": "27088 is the best representative for an actual concrete user request because it names the target language, whereas the others are generic placeholders and likely distinct locale-specific tasks.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same translation-template pattern, but no evidence they refer to the same target language; likely separate locale requests." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "They share the same generic i18n template, but the concrete language target is not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Looks like another locale-specific translation issue rather than a duplicate of the Turkish request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical template text, but these appear to be separate language-localization issues, not one bug/change." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Both are generic translation template issues, but there is no sign they represent the same language or task." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Highly similar wording, but likely different locale targets; not enough to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-36817-14", + "nodes": [ + "issue:36817", + "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:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "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:43837|issue:45177" + ], + "prepared_review_unit_hash": "c00ad3ced43872c5e961fba684a8ceca1d138bf888d8aff544a94d5c6b380593", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17651, + "estimated_input_tokens": 4413, + "estimated_eval_tokens": 9082 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17651, + "estimated_input_tokens": 4413, + "estimated_eval_tokens": 9082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly independent model-request issues across unrelated models and modalities. The apparent similarity comes from repeated request phrasing (\"Add/Support/Proposal\"), not the same underlying bug or change, so none of the soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42738 is the broadest umbrella-style request in the set ('BERT-like models with RoPE'), so it is the closest representative issue, but the overall cluster is still heterogeneous and not truly duplicate-heavy.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 is the most general, reusable framing among these issues and best serves as a representative anchor, though it does not subsume the other model-specific requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert config support vs DEIMv2. Shared request language only, no same code-path change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated models/modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different models and different task domains." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs OpenAI weight-sparse transformer are distinct architecture requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families and modalities." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "Both are model-addition requests, but NeoBERT and ModernVBERT are different concrete models." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated models; one is not a duplicate of the other." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs the weight-sparse transformer request are different architectures and code paths." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture work and ModernVBERT support are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS target different models and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests (vision vs speech)." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different model families/modality targets." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are distinct model integrations." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; 'BERT-like models with RoPE' is a broad umbrella feature, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated feature requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related model family requests but different capabilities and integration paths; not the same underlying change." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS-related, but Qwen3-TTS and Voxtral-4B-TTS-2603 are different models with separate support work." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are different models and different modalities." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the weight-sparse transformer request are unrelated model changes." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are different model families and different problem types." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are different models and not one mergeable PR." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different models/modalities." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate model support requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the weight-sparse transformer request do not share the same concrete code change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech models with different integration work." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are unrelated model additions." + } + ] + }, + "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": "faa81c45faf325b62b86ea8c95d5257156fe2f46532c78e11ee0bdda563178bd", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6294, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6294, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only superficially similar; they cover unrelated bugs in different models/components (normalization, loss kwargs, config typing, a typo, and tokenizer warnings). None should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous and the titles point to distinct code paths and bug classes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43668 is the clearest standalone report, but it is not a true duplicate representative for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different problems: Llama4TextL2Norm/RMS norm semantics vs ModernBERTConfig type-hint correctness." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value not being used and kwargs not forwarded to loss are separate bug paths with different fixes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former loss handling and tokenizer regex warning regression are unrelated subsystems." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2former ignore_value bug and a quantization-operation typo are not the same underlying issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different components and symptoms: ignored loss parameter vs config type-hint error." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and ModernBERTConfig typing are unrelated; no shared code path." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config annotation bug and tokenizer regex warnings are different issues entirely." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERTConfig type hinting and a typo in quantization_operation are distinct defects." + } + ] + }, + "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": "36dd49708a945de715129816c04e6980dea1ed05662e1770ecd4f6b31f27a076", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one asks for Set Block Decoding, while the other requests DeepSeek v3.2 support. They describe different features/problem areas with no shared targets or evidence of the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue stands out as a canonical duplicate target; the issues are unrelated and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests in different areas: block decoding behavior versus model support. No indication they refer to the same underlying change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "6d3aeb85e76bdd4df7c3ca6013e0fd0f064ccadb95e39a1458ffa06d9445497c", + "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 both mention custom trainers, but they describe different Trainer behaviors: one about `remove_unused_column` customizability, the other about FLOPS estimation. They do not look like the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43598 is the more concrete and self-contained Trainer behavior change; issue 43600 is a separate FLOPS-estimation concern rather than the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the better representative for this cluster because it is a precise API/behavior request, while 43600 targets a different code path entirely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both involve custom trainers, but one is about `remove_unused_column` behavior and the other is about FLOPS accounting. They do not describe the same underlying defect or a single fixable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 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": "c23531b7d6fb5bc04c0b0dcce1b4ed2ce330162cca429112f413c86c6d19714f", + "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 related feature requests for Qwen model integration, but they target different model families and different AutoModel entry points, so they should not be treated as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43684 is the broader request: it asks for Qwen3-Omni registration in AutoModel and AutoModelForConditionalGeneration, making it the better umbrella issue for Qwen registration work.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the best issue candidate because it covers a concrete registration gap and is phrased as a general model-registration fix rather than a narrower, model-specific extension.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Reject: 43684 is about Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while 44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model variants and different API targets mean different underlying changes." + } + ] + }, + "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": "42a7c2536660c58fd44f84cf31b350f6abb9ec58d90c1134396c82faa2d93e4a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three closed issues titled \"huggingface\" appear to be duplicates of the same report; the \"Fett\" issue looks unrelated and should not be merged with them.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface\" reports and is the best representative for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest issue cluster anchor because it is earliest and matches the other two nearly verbatim-title reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no shared concrete details; insufficient evidence that they are the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no shared concrete details; this does not look like the same report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no shared concrete details; no basis to treat these as duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Both are closed issues with the same \"huggingface\" title and nearly identical sparse metadata, suggesting the same underlying report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and closely related sparse issue metadata indicate duplicate reports of the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and similar minimal content strongly suggest these are duplicate issue reports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: 43845/43846/43859 share the same title, similar sparse metadata, and strong soft-similarity signals, while 43835 has a different title and only weak similarity. The duplicate claim is phrased conservatively, and the anchor choice (earliest of the similar set) is grounded." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "0ff7c16a0b4d78916dedca0dfbeaf0cd210f00cffbdff85e4e1360016a6dd6a8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like a mix of unrelated low-information spam/doc-placeholder issues rather than one real bug report. The only clear near-duplicate subgroup is the repeated \"\" titles, but that is not enough to treat them as the same underlying issue.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44371 is the earliest of the repeated \"\" issues and is the closest representative of that spam subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the best representative only by being the earliest repeated spam placeholder; there is no meaningful technical signal in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Same placeholder title, but no body detail or technical signal to show the same underlying issue; treat as separate spam reports." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same placeholder title, but nothing ties them to one concrete bug/change beyond generic spam similarity." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Different titles and no shared issue context; the documentation placeholder does not look like the same report as the spam issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different titles and no evidence of the same underlying problem; this looks like a separate low-effort issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic placeholder/documentation wording versus spam placeholder; no concrete overlap indicating the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No shared bug description or target; these are just low-information issues with different titles." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they refer to one identical underlying problem rather than two separate spam submissions." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated and there is no technical evidence for a duplicate relationship." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different titles with no shared concrete bug/change; reject as duplicate." + } + ] + }, + "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": "f838d56bdd6d9620ade23c1eb38322013a5bc4752eb00857380b3ea68ae05849", + "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": "Likely duplicate issue pair with identical titles and similar-sized bodies, but the evidence only supports a moderate-confidence deduplication call. #45145 is the best anchor because it was created first and already has one inbound reference.", + "confidence": 0.78, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and has one inbound reference, making it the most natural dedupe anchor among two otherwise similarly titled issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue candidate for the same practical reasons: earliest creation time and an inbound reference give it a small but real edge as the representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "The issues have the same exact title and a soft_similarity signal, with very similar body lengths, which is enough to treat them as likely duplicates, though the evidence is not strong enough to claim near-identical content." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair is plausibly duplicate, but the writeup overstates the evidence. The packet only shows matching titles, similar body lengths, and a soft_similarity signal; it does not demonstrate near-identical body content or a near-exact duplicate with high confidence. The canonical/best-issue reasoning about creation time and inbound reference is grounded, but the summary and confidence are too strong for the available evidence." + }, + "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": "dd044ff436f70335edbe05901c9cbf3f89aa017eed378f2420c82270520c29ef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both concern 4-bit inference with BitsAndBytes, but they describe different failure modes and likely different fixes: one is a torch.finfo TypeError on uint8 weights in Gemma4 audio modules, the other is an lm_head exclusion regression when llm_int8_skip_modules is set. Not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #45674 is the better canonical issue because it states a concrete, reproducible regression in BitsAndBytesConfig with a clear trigger and failure mode, making it easier to route and track.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the strongest representative of the cluster: specific configuration, explicit symptom (AssertionError), and a well-scoped behavioral regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are about 4-bit inference, but #45672 is a Gemma4/audio-module torch.finfo TypeError while #45674 is an lm_head exclusion bug from llm_int8_skip_modules. Different code paths and fixes, so not a duplicate." + } + ] + }, + "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": "eb65dfc43adad1a71e31ea0bc7e94b664eb0c7e876130387013355cb3c846991", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated and low-signal: both are just personal-name/date titles with no body content, so they do not look like duplicate reports of the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Unrelated titles with different names/dates and no body or shared context; not the same bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "190146158f3105cf31a06e7a4f5c3a473cbae9dd8b12ec718406ed1871325aef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues have unrelated person-name/date titles and no body or linked evidence, so there is no credible duplicate relationship.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles are different names with different dates and there is no supporting discussion, linkage, or shared technical context; they do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-13", + "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": "0a1a3975c76d68eec07b631c0ab52c7e64576407c4849919b8eac3683d36b3d8", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35202, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35202, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated PRs across different models/features. The only true duplicate-looking pair is the two cross-entropy kwargs fixes (PR 43251 and PR 43254), which patch the same function, same file, and the same issue target.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the stronger canonical PR for the duplicate pair: it directly targets issue 43240, has the fuller implementation and test coverage, and appears to subsume PR 43254\u2019s smaller variant.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best representative of the only genuine duplicate cluster because it addresses the concrete loss-utils bug with the more complete patch; the rest are not duplicates of each other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features: new VideoPrism model vs an Executorch dynamic-shape test. No shared code-path bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated tokenizer helper methods vs adding a new MobileLLM model. Same broad area only at the library level, not the same change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions and Executorch export tests are unrelated." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes are not the same as introducing a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix and MobileLLM addition are entirely different code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility fix vs Mistral4 test/fix work; different bugs and different files." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test and Mistral4 test fix are not the same underlying change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Different domains: exportability testing vs adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs class annotation resolution order fix; no overlap in bug or implementation." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition and Falcon output-interface refactor are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill docs; documentation-only PR is not a duplicate of code refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon interface refactor and Mistral4 test fixes are different concrete changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests/fixes are unrelated to the layrnorm->layernorm renaming sweep." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 test fixes and audio/video processor docs are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Different problems: Mistral4 tests vs config resolution order in modeling_utils." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model tests/fixes are not the same as the model-creation skill draft documentation." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model implementation vs documentation skill content; not the same code-path." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "New model implementation vs docs for audio/video processors; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same function in the same file for the same issue target (43240), with nearly identical cross-entropy kwargs plumbing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only accepted soft-edge pair is well-supported: PR 43251 and PR 43254 modify the same function in the same file and share the same issue target, so they look mergeable into one bugfix PR. The other false verdicts are conservative and consistent with the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "3d77cf12bf8535465e65b14a6774d62543ed1923f5ccafc2c66f0c4d64b7addf", + "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 related VibeVoice PRs, but they are not the same change set: one implements the base model, the other adds a realtime variant plus acoustic tokenizer support. The overlap is mostly shared model scaffolding, not a single fix/feature.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the broader base implementation and appears to be the primary foundational PR in this cluster; #42781 is a later, draft realtime extension built on top of the same model family.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the better representative of the cluster because it is the core VibeVoice implementation, while #42781 is a more specialized follow-up that depends on the same codebase but targets a different capability.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared filenames are mostly VibeVoice plumbing and docs, but #40546 implements VibeVoice generally while #42781 adds VibeVoice Realtime and an acoustic tokenizer. They do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "634c2e716e6379f1b84285851c0d88e5f93500bf0d550fb4035022a0c6c521b2", + "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: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not fix the same bug or implement the same change, so they should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different feature areas; no shared underlying code-path problem or mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "6e10151ca53d8f203244d5baee8d313443a77102744aa26aaa7309f2c5ae16cc", + "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 new-model addition PRs, not duplicates. They share Hugging Face model-registration scaffolding, but each targets a different model family and code path: DeepSeek OCR, Isaac, and Kimi2-6.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster contains distinct model additions rather than multiple patches for the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "41797 is the strongest standalone representative: it has broad, self-contained DeepSeek OCR implementation coverage and the most review activity, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac). The overlap is only in shared auto-registration/docs plumbing, not the same code-path fix or change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6) with different processors/tokenizers and model code; they are not plausibly mergeable into one PR as the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "93c54ffdb86339e7cdbe34b4386d5b866f01668d943f5930b33838549bcb807f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related GitHub Actions dependency bump PRs, but they address different actions and different failure modes. PR 42975 is a broad Node 24 compatibility upgrade across many workflows; PR 42976 is a narrower docker/build-push-action upgrade for docker image workflows. Not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader umbrella change, touching many workflows and multiple core actions for Node 24 compatibility, so it is the better representative PR for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the most central and comprehensive of the two; it spans more workflows and a wider compatibility upgrade than the docker-only action bump in 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but they change different actions in different code paths: 42975 upgrades checkout/cache/upload-artifact and related workflow actions, while 42976 upgrades docker/build-push-action in docker build workflows. They are related maintenance, not the same underlying change 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": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "933a099f96ae07090ee4a6f4222902e9069727651c29f977fa4a03faf88a2931", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14079, + "estimated_input_tokens": 3520, + "estimated_eval_tokens": 7296 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14079, + "estimated_input_tokens": 3520, + "estimated_eval_tokens": 7296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are separate model-addition efforts, not duplicates: ViT NEPA, Molmo, Molmo2, and CTSM each introduce a different architecture and supporting files/tests. The shared docs/auto-registration changes are boilerplate for adding new models, not evidence of the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate canonical PR: the four PRs target different models and code paths, so there is no single underlying change to canonicalize.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 (Molmo2) is the strongest standalone representative of the cluster because it is the most comprehensive and review-heavy model-addition PR, with broader support files (image/video processing, auto mappings, docs, tests).", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo). Shared auto/docs plumbing is expected for model onboarding, not a shared bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo2) and different implementation stacks; not plausibly mergeable as one fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different models (ViT NEPA vs CTSM). Overlap is limited to generic registration/docs updates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model families with separate configs, processors, and tests; they are not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions. Similar touched files reflect shared framework integration, not duplication." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model implementations with different processing paths and test suites; not a duplicate pair." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "999f067dd138cf2f3f7b0417c8f551c9d4432a4b252b6d04b8dd4632e1a9062d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No pair appears to be the same underlying bug or change. PR 44815 is the strongest standalone fix; the other two are unrelated test/model-specific changes, with 43665 looking especially test-only and not mergeable with the others.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the most concrete, code-level fix with a clear cross-file dequantization path and supporting loader/kernel changes; the other PRs are narrower and less clearly substantive.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative of the cluster because it addresses a specific runtime/code-path problem in model loading and FP8 dequantization, rather than just tests or an ambiguous Whisper test tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different scopes and models: Whisper tokenizer/decode behavior versus CLIP/ViT test edits. They do not look like the same bug or a single mergeable PR." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/timestamp handling is unrelated to FP8 dequantization and model loading. No shared concrete code path." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT edits are unrelated to FP8 quantization/dequant loading fixes. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "edef2ca87041b8e1c6fd6ffa0b5252c67b2ece5b43d221b8c19d3586eea34b41", + "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": "These two PRs are not duplicates: they share one test file, but one is a setup/version bot-check change while the other rewires CI/workflow and testing utilities. The overlap looks incidental rather than the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: the PRs target different areas and goals, with only a shared Vit test file in common.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the better representative of the cluster because it is the larger, more substantive infrastructure/testing change; PR #43488 is mostly a narrow setup/version/test-dependency tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: they do not fix the same concrete problem. #43488 changes setup/versioning and adds pytest-random-order, while #43532 changes GitHub workflow behavior plus testing/notification utilities; the shared Vit test file is incidental." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "0e828c5ff42329c59bafc88105762da5ea7b4524ecec4801e3ada73eb534de8b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct feature PRs for different pipelines: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share scaffolding files and pipeline docs, but they target different tasks, models, tests, and code paths, so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features and implementations: concept segmentation vs visual segmentation. Shared docs/registry/test scaffolding is expected for new pipeline additions, but they do not fix the same bug or represent the same change set." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "238107644ce2b6499f93b4c021f8be2e298a08c656dd30a5ea2d137b4bff177c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are separate Trainer enhancements in the same file: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They do not appear to fix the same bug or implement the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the stronger canonical representative because it introduces a concrete trainer behavior change with an explicit API hook for loss scaling, whereas 43663 is a separate internal refactor for column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the best overall fit because it addresses a clear runtime training behavior and is more directly user-facing than the signature-column refactor in 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same broad subsystem and same file, but they address different code paths: gradient-accumulation loss normalization vs. dataset column filtering. Not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "e50b75e5665b49d420822d838f7ce00dfb7970921160934da8c96fe4b6ab3cb1", + "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": "All three PRs target import-time NameError problems in `src/transformers/cli/serve.py` caused by type annotations/TypeAdapter handling. The two later PRs are very close variants of the same fix, and the earliest PR is in the same code path but broader.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleanest, most focused representation of the bug: it directly guards the `TypeAdapter` reference for the pydantic-absent path without the extra annotation cleanup seen in the other PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 best captures the concrete failure mode and the minimal fix in `serve.py`, making it the strongest representative of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both are fixes for the same import-time NameError in the CLI serve module caused by runtime-evaluated annotations; the patches are alternative ways to prevent the same failure path." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "These address the same `TypeAdapter`/annotation NameError in the same file and are effectively alternative implementations of the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and supported by the packet: all three PRs touch `src/transformers/cli/serve.py` and concern import-time `NameError` issues around annotations/`TypeAdapter`. The distinction between the two later PRs as close variants of the same fix is well grounded. The soft-edge accept for 43656 vs 43842 is a bit weaker than the other pair, but it is still plausible and not overstated given the shared file, titles, and bug pattern." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request: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:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44059|pull_request:44068", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request: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": "e12447c3a2ef77cf738e4c2ec42c43b59783ee3f62706f2d75bd75228fa3d995", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76939, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly model-specific PRs that all migrate different architectures to the new standardized output-tracing/decorator pattern. They are not duplicates across models; only the GPT-J and GPT-Neo pairs look like true overlap within the same code path.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44007 is the strongest anchor: it is explicitly issue-linked, clearly implements the standardized output-tracing refactor, and spans multiple related model files in one coherent change set.", + "best_issue_reason": null, + "best_pr_reason": "PR #44007 is the best overall representative for this cluster because it is issue-linked and the clearest, most complete example of the standardized output-tracing migration pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; similar tracing refactor wording is not enough to treat them as the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures and code paths; both are output-tracing refactors, but not the same underlying bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same code path; 44066 also includes CodeGen, but the GPT-J refactor substantially overlaps and could plausibly be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models and implementations; same broad refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; same migration style, but unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; not the same underlying bug or change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are separate model implementations with different output-tracing migrations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families; both refactor output collection, but they are unrelated changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are distinct code paths; this is only thematic similarity." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model code path, so they look like overlapping implementations of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; similar standardized-decorator work, but not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families; shared refactor style does not make them duplicates." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; unrelated concrete code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations, so this is not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J refactors are separate migrations, not one underlying fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo versus ResNet; same pattern, different model-specific change sets." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate output-tracing migrations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; same refactor theme, but different concrete model migrations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different model code paths; only the refactor style matches." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are separate model migrations, not the same bug/change." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families with different output-handling changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen; same standardization theme, but not the same concrete change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated model-specific migrations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 touch different code paths; same umbrella refactor only." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are separate model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different architectures; not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated model-specific migrations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different code paths and model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different vision models; only the refactor style overlaps." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate model migrations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are separate migrations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBert are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different models; same refactor theme only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated migrations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate model-specific output-tracing changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTaV2 are unrelated model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 and TextNet are different model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors over the same code path, and the overlap is close enough that they could plausibly be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target GPT-J output tracing in the same file, with highly overlapping standardized-decorator changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model migrations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet/RegNet/RT-DETR are different model families and code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are separate model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and ViT-S are different code paths; same refactor pattern is not enough." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models; these are parallel migrations, not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls stay conservative overall. The accepted overlaps are limited to the same model code paths (GPT-J and GPT-Neo), while the rejects correctly treat other model-family matches as only thematic similarity. The anchor choice of PR #44007 is also supported by its explicit issue link and coherent multi-file change set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "21ad35761be65b328f074753a2646c2320dcd45542da946315ab03e0920af650", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13064, + "estimated_input_tokens": 3266, + "estimated_eval_tokens": 6788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors toward standardized output capturing, but they touch different code paths and models. They look related by pattern, not duplicates of the same change, so none of the soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the cleanest representative of the shared refactor pattern: it introduces the capture_outputs/can_return_tuple plumbing in a single model without extra scope beyond the output-tracing migration.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best single representative of this cluster\u2019s theme, but only as an exemplar; it is not a duplicate of the others because the underlying model code paths differ.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different models (VisualBert vs TextNet) and different files/tests; same pattern, not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Different model implementations (MPNet vs VisualBert) with separate tracing plumbing; related refactor style, but not one mergeable fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are separate model ports with distinct output-capture integration details, so these are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific refactors; they share a migration theme but not the same bug or code path." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 each modify different model internals; similar output-tracing cleanup, but not a single underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "a28c0fa4c7710e1353130f74d48df0674e468c8ef58740613074ea3359b4beb0", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40171, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40171, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of parallel, model-specific output-tracing refactors. They share a theme and some utility imports, but they target different architectures and code paths, so they are not duplicates of the same underlying change. The broadest representative is PR 44003.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest exemplar here: it updates two related model files and introduces the core output-capturing refactor machinery, making it the best representative anchor for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest single representative of the pattern because it is the most substantial refactor in the set and spans multiple files in one related model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `upernet`) and distinct forward paths; same refactor theme, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths; similar output-handling cleanup is not enough to merge them." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "These are separate model implementations (`timm_backbone` vs `univnet`) with no shared bug or concrete code-path overlap." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems (`timm_backbone` vs `mamba/falcon_mamba`); both touch tracing utilities, but they fix separate model-specific forwards." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` are unrelated model code paths; this is a shared refactor pattern, not one duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are distinct architectures; each PR changes its own output contract separately." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and different forward implementations; no evidence of one underlying bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are separate model families; similar tracing refactor only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` and `vision_encoder_decoder` do not share the same code path or concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated wrappers/models; same theme, different changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated; output-tracing cleanup alone does not make them duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model classes and different forward semantics; not the same concrete bug or change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "These touch different subsystems (`vision_text_dual_encoder` vs `mamba/falcon_mamba`), so they should stay separate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are different architectures; no shared duplicate fix is evident." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are separate model paths; both are output-refactor PRs but not the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and different implementation details; no reason to merge these as duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` are unrelated model code paths; same refactor pattern is insufficient." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are different models with different tracing behavior; not one underlying bug/change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and `mamba/falcon_mamba` are distinct code paths; these are separate model-specific refactors." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` and `superpoint` do not share the same concrete forward path or bug." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` and `codegen` are unrelated model implementations; 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similar refactor pattern only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models; not the same underlying bug/change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are different architectures and forward paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are separate model implementations; no duplicate evidence." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` do not share the same concrete change, only a general refactor style." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are unrelated models with different output behavior." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are separate model families; these 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": 16, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "1272ab810d881b814803a9eee80da6492700d722b5176e7355be3aed56f63639", + "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": "All three pull requests are separate model-integration additions (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They overlap on shared Transformers registration/docs plumbing, but they do not fix the same concrete code-path problem and should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44662 is the best canonical representative because it is the most complete, non-draft model implementation with the largest implementation/test surface and strong review activity; the other PRs target different models entirely.", + "best_issue_reason": null, + "best_pr_reason": "PR 44662 is the strongest standalone PR in the cluster: it is non-draft, appears substantially implemented, and is more review-mature than the other two. However, it is not a duplicate of them.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different implementations: PenguinVL vs Voxtral TTS. Shared auto-mapping/docs files are generic integration plumbing, not evidence of the same underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2). The overlap is only in common registration and documentation files, so they are not the same change." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "These add different model families with different code paths and tests. Similar repo-wide wiring does not make them duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "6cfab1da37a7ed08131f004523a142ac768f2fb01d153da38707c4b699db578e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs concern \u201cfusion,\u201d but they target different abstractions and code paths: #44979 introduces a generic Module Fusion API, while #45363 adds kernel-based n-to-1 fusion through KernelConfig and integration points. They are related in theme, not the same change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the more concrete, end-to-end implementation PR: it wires KernelConfig through model loading/integrations and includes an example. #44979 is a separate generic API layer for module fusion.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the strongest representative of the cluster because it contains the most explicit user-facing fusion workflow and touches the actual runtime path. #44979 is a distinct API proposal rather than the same code-path change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different underlying changes: generic module-fusion API vs kernel-config-driven n-to-1 fusion. They share a broad topic but not the same concrete bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "31e08d33267ea82ff71dbc4bd4fff888d806d2303c2f8284c18665df4b97f5b9", + "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 patch the same Mistral regex bug in the same code path; 45317 is the more complete version because it includes the same fix plus tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the stronger canonical PR: it implements the same AttributeError fix as 45086 and also adds test coverage, making it the more complete representative.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best representative overall because it targets the same concrete bug as 45086 but is more polished and verified with tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs change the same file and the same _patch_mistral_regex logic to fix the same AttributeError; 45317 is effectively an expanded version of 45086 with tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "c0b4f6145aacbe1a0350c65719a034ae66089af50b36c221d200bddd466cf911", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about Nemotron H, but they target different changes: one is a conversion/refactor step for NemotronH \u2192 GraniteMoeHybrid-compatible weights, while the other splits Nemotron H into dense/sparse model variants and updates docs/auto mappings. They are related, but not the same concrete fix or mergeable into one PR without conflating separate work.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical PR for this cluster because it is the broader, more complete architectural change: it introduces the new NemotronHDense/NemotronHSparse paths, updates auto-mapping and docs, and reworks NemotronH into a dispatcher.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest representative overall since it covers the end-state model layout and user-facing integration, whereas PR #45115 is a narrower intermediate refactor focused on conversion mapping and inheritance cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files and subsystem are not enough: #45115 is a weight-conversion/refactor PR, while #45569 is a broader model-splitting and documentation/mapping PR. They do not appear to 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": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "d7a99a2686e8d012bd357599325d895ce7e77794cd1c3a3b05461379aecd05c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related heterogeneous-config/modeling PRs, but they are not duplicates: one adds per-layer config plumbing and the other adds downstream modeling/cache support that builds on it.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change and likely the better representative of the cluster because it includes the modeling/cache side plus the heterogeneity work.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the most comprehensive artifact in this set and best represents the overall heterogeneous-model support effort.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They share heterogeneous configuration files, but the scope differs: #45333 is config plumbing only, while #45332 adds model/cache behavior on top. This looks like dependent work, not the same concrete change or bug fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "466254382f8f1ec018b2da9a5f6d73a5682d0c88d1dc2973870c570f6fb1402c", + "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": "These are related by theme (typing/type-checking work) but they are not the same concrete change. PR #45415 is a broad typing sweep across many files, while PR #45425 adds a more focused set of typing helpers and model-related annotations around `modeling_utils` and PEFT integration.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the better anchor because it is the more focused, concrete typing change; PR #45415 is a larger umbrella sweep touching many unrelated files and concerns.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best representative of the cluster because it centers on one specific typing fix area, whereas PR #45415 is a broad refactor-style sweep and is less suitable as a duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they address different scopes and likely different problems: #45415 is a wide type-checking pass across many modules, while #45425 adds specific typing protocols/helpers and related model integration changes. They would not plausibly merge into one single PR without becoming an umbrella sweep." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45615" + ], + "prepared_review_unit_hash": "cd7f9869eccfcb945432c331720824e63dfa1c5a55797445b4d46f95ad9b92ac", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one fixes a real model-parallel device placement bug in AltCLIP/ChineseCLIP, while the other only updates qianfan_ocr test expectations for XPU.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45487 is the substantive code fix: it changes model forward behavior to move buffered token type IDs onto the correct device in AltCLIP/ChineseCLIP, addressing an actual runtime bug.", + "best_issue_reason": null, + "best_pr_reason": "PR #45487 is the best representative because it targets the concrete code-path defect; PR #45615 is just test expectation updates and is not a duplicate of the device-placement fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "Different artifacts and different problems: #45487 fixes AltCLIP/ChineseCLIP model-parallel tensor placement in modeling code, while #45615 only adds XPU golden outputs for qianfan_ocr tests. They do not appear to fix the same underlying bug 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": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "f19667f80befd8b30e4e268a20869b1e0fee18001081c49dfd22677745590118", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both concern expert-parallel distributed loading, but they fix different bugs in different code paths: one for accelerate/DeepSpeed ZeRO-3 config handling, the other for FSDP2/rank-0 broadcast overwriting experts.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the more specific and substantial fix: it addresses expert parameters being overwritten during distributed loading, with changes in core loading plus MoE/tensor-parallel handling. PR 45548 is a separate EP/ZeRO-3 loading fix centered on config serialization and an EP helper property.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best standalone PR in the cluster because it targets a concrete failure mode in the actual parameter-loading path and has broader, more directly related code changes than 45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share the broad EP/distributed-loading theme, but the bugs and fixes differ: 45548 removes distributed_config from serialization and adds has_ep for accelerate/ZeRO-3, while 45662 prevents experts from being overwritten during FSDP2 loading via post_shard_wrap. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "0cb8d3934d9076a1cdf068ac020bea4df45ac2c244c9710b84affc56fac1332b", + "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 pull requests target the same underlying xdist-safe captured_info logging problem in testing_utils; PR 45645 is the broader, more complete fix and includes the workflow/log-collection follow-up.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical PR because it directly fixes the xdist collision in testing_utils and also updates CI/workflow handling to read multiple captured_info files, making it the more complete end-to-end change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it covers the core bug fix plus the downstream CI artifact handling, whereas PR 45639 only addresses the library-side portion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete xdist collision in captured_info logging from testing_utils. 45645 extends the same fix with workflow support for multiple captured_info files, so they look like the same underlying change and could 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": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260506T000041Z/analysis-runs/hybrid-model-20260506t000041z/manifest.json b/snapshots/20260506T000041Z/analysis-runs/hybrid-model-20260506t000041z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1cf6f88e514997edbe433076a2a1fb8ec3f50039 --- /dev/null +++ b/snapshots/20260506T000041Z/analysis-runs/hybrid-model-20260506t000041z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260506t000041z", + "artifacts": { + "hybrid": "snapshots/20260506T000041Z/analysis-runs/hybrid-model-20260506t000041z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260506T000041Z/analysis-runs/hybrid-model-20260506t000041z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-06T00:10:51Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260506T000041Z", + "variant": "hybrid" +} diff --git a/snapshots/20260506T000041Z/manifest.json b/snapshots/20260506T000041Z/manifest.json index 606102a67b53eeb17337218e974ec8bbf6fe07b0..0575b6242dd33ed2f3be9fffb255c7cb45d6412d 100644 --- a/snapshots/20260506T000041Z/manifest.json +++ b/snapshots/20260506T000041Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 364 }, "extracted_at": "2026-05-06T00:00:41Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260506t000041z", + "runs": { + "hybrid-model-20260506t000041z": { + "analysis_id": "hybrid-model-20260506t000041z", + "artifacts": { + "hybrid": "snapshots/20260506T000041Z/analysis-runs/hybrid-model-20260506t000041z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260506T000041Z/analysis-runs/hybrid-model-20260506t000041z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260506T000041Z/analysis-runs/hybrid-model-20260506t000041z/manifest.json", + "model": null, + "published_at": "2026-05-06T00:10:51Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260506T000041Z", "watermark": {