diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index d50cc7fca5ef2682951bf701a78dd6f4e7cc32d8..487a3ecd0385dfeb173192a250696c1371fa84f2 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": "20260429T120025Z", - "generated_at": "2026-04-29T12:08:54Z", + "snapshot_id": "20260429T180023Z", + "generated_at": "2026-04-29T18:07:38Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1149,74 +1149,152 @@ ] }, { - "cluster_id": "cluster-43240-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "cluster_id": "cluster-43656-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43240, - "canonical_pr_number": 43251, + "confidence": 0.8, + "canonical_issue_number": 43824, + "canonical_pr_number": 43656, "issue_numbers": [ - 43240 + 43824 ], "pr_numbers": [ - 43251, - 43254 + 43656, + 43836, + 43842 ], "evidence_types": [ "closing_reference", - "shared_issue_target" + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43251, - "right_pr_number": 43254, - "code_similarity": 0.794, - "size_similarity": 0.64, + "left_pr_number": 43656, + "right_pr_number": 43836, + "code_similarity": 0.36, + "size_similarity": 0.176, "file_overlap": 1.0, - "area_overlap": 0.667, - "patch_similarity": 0.882, + "area_overlap": 0.051, + "patch_similarity": 0.048, "shared_filenames": [ - "src/transformers/loss/loss_utils.py" + "src/transformers/cli/serve.py" ], "shared_file_areas": [ { - "filename": "src/transformers/loss/loss_utils.py", + "filename": "src/transformers/cli/serve.py", "left_ranges": [ + [ + 11, + 18 + ], [ 30, - 50 + 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, - 43 + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 ] ] } ] - } - ] - }, - { - "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, @@ -1268,6 +1346,56 @@ } ] }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-41115-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", @@ -1975,6 +2103,16 @@ "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, @@ -1984,15 +2122,6 @@ "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 f0ba876a35415ecacad14e9f0083c6b452c86d47..ee72a1afd19be8aff3fda0fd12321c85e3585758 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": "20260429T120025Z", - "generated_at": "2026-04-29T12:08:54Z", + "snapshot_id": "20260429T180023Z", + "generated_at": "2026-04-29T18:07:38Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -26,12 +26,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "40f5333c189e23d751d15d89e6ab7d4b5e7f57f7613af29d3a86bc497743ceed", + "prepared_review_unit_hash": "bcb9be742c1b65129046184bfc5f17388b62d222e450f95a680819a69a023c43", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -39,7 +39,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like true duplicates. #13244 is a Tapas tokenization mismatch, while #15980 is about a bad auth-related download error message, and #16618 is about failing to load bert-base-uncased. The only plausible overlap is between #15980 and #16618 at a very high level of model-loading failure, but the titles point to different concrete problems.", - "confidence": 0.62, - "canonical_issue_reason": "#16618 is the broadest and most central-sounding of the three issue titles, so it is the best single representative if one must be chosen, but it is not a clear duplicate of the others.", + "summary": "These three issues do not look like duplicates. Two are about model loading/error handling, but they target different scenarios; the third is unrelated tokenization behavior. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue #16618 is the broadest and most central of the set, with the most discussion around a general model-loading failure.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 has the widest scope and is the closest to a general model-loading failure report; the other two are either a tokenizer-specific bug or a login/auth messaging issue.", + "best_issue_reason": "#16618 is the best anchor only by breadth and activity; it is still not clearly the same bug as the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different concrete problems: Tapas tokenization parity versus failure to load bert-base-uncased. No evidence they refer to the same code path or fix." + "reason": "Tokenization mismatch vs. model loading failure are different problem areas and do not indicate the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve model access/loading, but #15980 is specifically about an incorrect error message when downloading a private model without login, while #16618 is a broader load failure for a public model. Too different to treat as the same bug." + "reason": "#15980 is specifically about a private model download/authentication error, while #16618 is a general 'can't load bert-base-uncased' report; same subsystem, but not the same concrete failure." } ] }, @@ -87,7 +87,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:24643", "issue:30277", @@ -173,12 +173,12 @@ "issue:34928|issue:41720", "issue:43716|issue:45685", "issue:43541|issue:43716", - "issue:45507|issue:45685", "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:43039|issue:44918", "issue:43827|issue:44512", "issue:43716|issue:44560", "issue:43828|issue:45685", @@ -206,266 +206,437 @@ "issue:44841|issue:45084", "issue:41093|issue:41762" ], - "prepared_review_unit_hash": "97031734799dc5bd0b1be74cdf57d2cce86dac5ea233582c76328d1de6977898", + "prepared_review_unit_hash": "983d91afd356fa80b76e00cb493d3751127a36c1d1b3d67c66fd0dcf08fb5d31", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 67, - "serialized_chars": 47110, - "estimated_input_tokens": 11778, - "estimated_eval_tokens": 23812 + "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": "This cluster is mostly heterogeneous: the titles span unrelated model, docs, tokenizer, quantization, and distributed-training bugs. The only clear duplicate-looking subgroup is the BertModel + DeepSpeed ZeRO-3 \"index 0 is out of bounds\" pair. No PRs are present.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43638 is the better representative for the Bert/ZeRO-3 subgroup because it has broader wording and more issue activity/context, while issue:43596 appears to be the narrower BertModel-specific phrasing of the same failure.", + "summary": "The cluster is mostly heterogeneous. The only nearby subcluster is the DeepSpeed ZeRO-3/Bert index-error reports, but the available titles still don\u2019t prove a single shared root cause. I\u2019d keep one broad zero3/Bert index-error issue as the closest canonical anchor and reject the rest as non-duplicates.", + "confidence": 0.57, + "canonical_issue_reason": "issue:44805 is the broadest of the repeated ZeRO-3 index/mask failure reports, so it is the best umbrella candidate for that small subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43638 is the best issue anchor for the one duplicate-like subgroup: it captures the same DeepSpeed ZeRO-3 index-out-of-bounds failure and has the richer discussion context.", + "best_issue_reason": "issue:44805 is the most general and reusable issue among the similar zero3/Bert index-error reports, making it the best representative if this subcluster is revisited.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failure modes: missing config field vs streaming chat/completions error." + "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and platforms: GPT-OSS on AMD GPUs vs MPS histogram kernel issue." + "reason": "Unrelated hardware/runtime problems on different backends (AMD GPU vs MPS int histogram)." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and different dtype/device problems." + "reason": "Different model path and error type: image preprocessor dtype mismatch vs AMD GPU runtime issue." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different models and root causes; autocast dtype mismatch is not the GPT-OSS GPU issue." + "reason": "Both are model/runtime failures, but not the same bug or code path." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Both are MoE-related, but they affect different models and different code paths." + "reason": "Different models and failures; no shared concrete bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/backend failures: Qwen NVFP4 error vs GPT-OSS AMD GPU issue." + "reason": "Different Qwen NVFP4 loading issue vs AMD GPU execution failure." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export are unrelated problems." + "reason": "Different subsystems and symptoms: ZeRO3 collective mismatch vs ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export is unrelated to Qwen3 MoE FP8 config handling." + "reason": "Different model/export issue vs FineGrainedFP8 failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different failure surfaces: export-time ONNX error vs runtime cudaErrorAssert under device mapping." + "reason": "ONNX export bug and auto device-map cuda assert are not the same code-path problem." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they refer to different removed features and different fixes." + "reason": "Both are v5 docs cleanup, but they concern different removed references and likely different files." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export bug and GenerationMixin import breakage are unrelated." + "reason": "ONNX export error is unrelated to the GenerationMixin import breakage." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are index errors, but one is ZeRO-3 Bert init and the other is a generic mask/tensor shape mismatch." + "reason": "Related ZeRO-3/index-error family, but the reported failures differ enough to avoid merging confidently." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both involve index/shape errors, but the reported conditions and failure site differ too much to treat as the same bug." + "reason": "Same general area, but one is an empty-tensor index error and the other is a mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Generic mask shape mismatch vs GPT-OSS tensor-parallel failure are different issues." + "reason": "Different issue classes: ZeRO-3 indexing failure vs GPT-OSS tensor-parallel bug." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different training stack problem; no clear shared bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping bug and mask/tensor mismatch are unrelated." + "reason": "Tokenizer-mapping logic bug is unrelated to the ZeRO-3 index/mask error." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset and ModernBERT ONNX export have no common bug path." + "reason": "Bark voice preset issue is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention DeepSpeed ZeRO-3, but one is a collective mismatch and the other is an init-time index error." + "reason": "Both mention DeepSpeed, but the failures and models are different." }, { "left": "issue:43596", "right": "issue:43638", - "accept": true, - "reason": "Same underlying bug: BertModel with DeepSpeed ZeRO-3 hits the same index-0-out-of-bounds failure during initialization/load." + "accept": false, + "reason": "Very similar family, but the model/setup details differ and the titles do not identify the same exact bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different bugs: detokenization regression vs LoRA merge/save/load inconsistency." + "reason": "Different model/output bugs; no shared underlying change." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy invocation is unrelated to GPT-OSS tensor-parallel execution." + "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different models and different failure mechanisms." + "reason": "Qwen NVFP4 execution failure is unrelated to the LoRA merge/save issue." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as the mask shape/indexing error." + "reason": "Activation-checkpointing/FSDP recompute mismatch is a different training issue." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed failures: weight dimensionality error vs collective mismatch." + "reason": "Different DeepSpeed symptoms and different model paths." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert/ZeRO-3 init error and GPT-OSS tensor-parallel issue are unrelated." + "reason": "ZeRO-3 Bert index error and GPT-OSS TP failure are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing bug is unrelated to compute_loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different subsystems and failures." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different models and different code paths: preprocessor dtype mismatch vs invalid method call." + "reason": "Different model families and unrelated runtime errors." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 vLLM config regression and Mistral tokenizer patch crash are unrelated." + "reason": "Gemma3 vLLM config issue is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen-related failures, but not the same underlying bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/activation-checkpointing mismatch is unrelated to auto device mapping cuda asserts." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different precision/tracing failures; no same code path." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to MPS histogram support." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error paths." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error vs TRL SFT unpacking failure are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are zero3 loading/indexing issues, but the model and exact failure differ." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy issue is unrelated to TRL embedding unpacking." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they refer to different removed references and likely different edits." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Dtype mismatch and StopIteration in video handling are unrelated." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS int-histogram limitation are different problems." + "reason": "Autocast dtype mismatch is unrelated to MPS integer histogram support." }, { "left": "issue:44918", - "right": "issue:45161", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT embedding issue is unrelated to the MPS histogram backend error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different models and different runtime failures." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to the CustomTrainer signature break." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call is unrelated to ZeRO-3 index/mask errors." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different stack layers and failure types." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 related, but the loading failures are not the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different documentation regressions touching different APIs." + }, + { + "left": "issue:39290", + "right": "issue:41720", "accept": false, - "reason": "TRL SFT embedding unpacking and GPT-OSS tensor parallel are different failures." + "reason": "Gemma3/vLLM config mismatch and Qwen3 auto-device-map assert are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and NemotronH loading failure are not the same bug." + "reason": "Corrupted checkpoint and checkpoint-loading implementation bug are not the same issue." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy call is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Model-load failure in tests vs corrupted checkpoint are different problems." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index-related, but the reported shapes and setup do not match the same bug." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3 sliding-window config issue is unrelated to Qwen3-MoE sliding_window handling." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version compatibility and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different surfaces and no evidence of the same root cause." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Untied lm_head weights is unrelated to a corrupted checkpoint report." + "reason": "Tied lm_head bug is unrelated to checkpoint corruption." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime issue and pydantic PretrainedConfig breakage are unrelated." + "reason": "Whisper runtime issue is unrelated to the pydantic model field breakage." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming inference failure and MPS kernel limitation are different code paths." + "reason": "Qwen3.5 streaming failure and MPS histogram backend error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing error is unrelated to the MPS histogram int issue." + "reason": "Grouped_mm tracing failure is unrelated to the MPS backend limitation." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are dtype-related only at a high level; the models and exact failures differ." + "reason": "Both involve dtype/precision behavior, but not the same concrete bug or code path." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and missing Gemma3 config field are unrelated." + "reason": "GenerationMixin import breakage is unrelated to Gemma3/vLLM config issues." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and template compilation error are different problems." + "reason": "Different model/processor issue vs template compilation error." }, { "left": "issue:41093", - "right": "issue:43638", + "right": "issue:41762", "accept": false, - "reason": "Generic mask/tensor index mismatch is not the same as the ZeRO-3 Bert init out-of-bounds error." + "reason": "Both are shape/index errors, but the model and failure mode differ." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is mostly conservative, but one key justification is not grounded: issue:43638 actually has more body/discussion activity than issue:43596, so saying 43596 has the 'stronger discussion context' is unsupported. The accepted soft-edge verdict looks plausible, but the representative/canonical issue rationale overstates the evidence and should 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 }, @@ -480,7 +651,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:39186", "issue:39290", @@ -544,16 +715,16 @@ "issue:43054|issue:43994", "issue:41093|issue:43596", "issue:43541|issue:44589", - "issue:40990|issue:44960", "issue:45632|issue:45698", + "issue:40990|issue:44960", "issue:43716|issue:44918", "issue:43404|issue:45005", "issue:43645|issue:45399", "issue:44530|issue:45005", "issue:44863|issue:45005", "issue:44360|issue:44512", - "issue:43873|issue:45005", "issue:42915|issue:45399", + "issue:43873|issue:45005", "issue:39186|issue:44918", "issue:44492|issue:44512", "issue:44918|issue:45507", @@ -566,14 +737,14 @@ "issue:43828|issue:44928", "issue:43866|issue:44403" ], - "prepared_review_unit_hash": "b5f203427434ae0fdb68f35b94574cdae1711de35e77afe589be1654682790b0", + "prepared_review_unit_hash": "3ed520963970f2f98588f432d5845e236a8fc903b8735c745a6e103894b2683c", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, @@ -588,216 +759,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers/vLLM/model-loading regressions. The only clear duplicate family is the v5 non-persistent-buffer corruption reports, where three issues describe the same underlying bug.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43950 is the most precise and diagnostic report of the shared v5 non-persistent-buffer corruption regression, with the clearest reproduction framing.", + "summary": "Mostly heterogeneous issue set. I only see two clear duplicate groups: the non-persistent buffer corruption regression, and the local custom-module cache/path collision. The rest are only broad model-family or error-type similarities, not the same concrete bug.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43950 is the best anchor for the non-persistent-buffer regression: it states the concrete corruption behavior, the 5.x regression scope, and it sits between the shorter follow-up reports (43644, 44534).", "canonical_pr_reason": null, - "best_issue_reason": "Best standalone issue to keep: it cleanly describes the common non-persistent-buffer bug and is the most actionable representative of the duplicate subgroup.", + "best_issue_reason": "issue:43950 is the strongest representative issue in this set overall because it most clearly names the root regression and matches the accepted duplicate chain around buffer corruption.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: one is a PaddleOCR-VL/vLLM loading failure, the other is GGUF support for gpt-oss." + "reason": "Different model/loading problems; one is a PaddleOCR-VL vLLM load failure, the other is GGUF gpt-oss support." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Unrelated regressions: missing StableLmConfig pad_token_idx vs a pydantic PretrainedConfig field breakage." + "reason": "Both mention config-field regressions, but the titles point to different symptoms and scopes; not enough to treat as the same bug." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different failure modes: int4 quantization OOM versus tied-weights handling for translation models." + "reason": "Unrelated regressions: int4 OOM vs tied-weights handling." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different code paths and models: Mixtral torch-dynamo grouped_mm tracing error vs GPT-OSS MoE tensor-parallel support." + "reason": "Both touch MoE models, but the concrete failures differ: torch dynamo grouped_mm tracing vs tensor-parallel support." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different symptoms and subsystems: autocast dtype mismatch in Phi-tiny-MoE vs chat/completions streaming failure on Qwen3.5." + "reason": "Different code paths and symptoms: autocast dtype mismatch vs streaming chat/completions failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "One is an init_empty_weights argument mismatch, the other is a PretrainedConfig pydantic-model regression; not the same bug." + "reason": "init_empty_weights argument handling is a different failure mode from the pydantic PretrainedConfig field regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Different issues entirely: GGUF architecture support versus streaming chat/completions errors." + "reason": "Different models and failures; gpt-oss GGUF support is unrelated to Qwen3.5 streaming inference." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic field regression in 45070." + "reason": "Qwen3-MoE sliding_window behavior is not the same bug as the PretrainedConfig/pydantic field issue." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Both are loading/runtime errors, but for different models and causes: Gemma3 sliding_window_pattern vs MobileLLM key lookup." + "reason": "Both are load-time errors, but they involve different configs/models and distinct missing-key/attribute failures." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2, but one reports poor embedding quality while the other reports nonsensical AutoModel/pipeline output; not clearly the same bug." + "reason": "Same model family, but one is a comparative embedding-quality complaint and the other is a pipeline/AutoModel nonsense-output report; not clearly the same defect." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Different tensor-shape/indexing failures with different repro contexts and models." + "reason": "Different IndexError shapes and different contexts; not a duplicate bug." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Mixtral tracing error and missing Float8 storage are distinct runtime issues." - }, - { - "left": "issue:40990", - "right": "issue:44960", - "accept": false, - "reason": "Different model behavior reports: high perplexity on gpt-oss-20b versus a GLM5 issue with no clear shared root cause." + "reason": "These are unrelated runtime failures; grouped_mm tracing is not the same as missing Float8 storage support." }, { "left": "issue:45632", "right": "issue:45698", + "accept": true, + "reason": "Both point to the same dynamic-module loading/cache collision causing the wrong custom module to be loaded after save/load." + }, + { + "left": "issue:40990", + "right": "issue:44960", "accept": false, - "reason": "Both involve custom-module loading, but one is a cache-path collision and the other is picking the wrong module after save/load; not the same bug." + "reason": "Perplexity on gpt-oss-20b and a GLM5 issue are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different models and mechanisms: image preprocessor dtype mismatch versus unpacking Qwen3.5 embeddings in TRL SFT." + "reason": "Different bugs: image-preprocessor/model dtype mismatch vs SFT unpacking failure for Qwen3.5 embeddings." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but 43404 is a Mistral3 lm_head tie bug while 45005 is a broader translation-model v5 issue." + "reason": "Both mention tied weights, but they are different concrete issues and model families; too broad to merge." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn2 fallback blocking are unrelated." + "reason": "Notebook custom-model initialization regression is unrelated to flash-attn fallback gating." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache group-type crash on Qwen3.5 is unrelated to tied-weights handling on translation models." + "reason": "PagedAttentionCache linear_attention crash is a different code-path problem from tied-weights handling." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint-loading failure is a different bug from the tied-weights regression." + "reason": "NemotronH checkpoint-loading failure is unrelated to translation-model tied-weights issues." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer algorithm discussion and a docs typo do not describe the same issue." + "reason": "DSA indexer ReLU discussion and removed run-command docs are unrelated." }, { - "left": "issue:43873", - "right": "issue:45005", + "left": "issue:42915", + "right": "issue:45399", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weights handling." + "reason": "FineGrainedFP8 Qwen3Moe failure and flash-attn fallback gating are different issues." }, { - "left": "issue:42915", - "right": "issue:45399", + "left": "issue:43873", + "right": "issue:45005", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to flash-attn2 fallback checks." + "reason": "Quantization/offloading behavior is not the same bug as tied-weights handling." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape RuntimeError and Qwen3.5 embedding unpacking failure are different bugs." + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5 embedding unpacking in TRL." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and a removed run-command docs issue are not the same underlying problem." + "reason": "A typo in cache-strategy docs and a removed run-command docs issue are different documentation nits." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different models and failures: TRL SFT embedding unpacking vs GraniteMoEHybrid invalid-method calls." + "reason": "Different model families and failures; not the same underlying bug." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek detokenization regression and Qwen-3-8B-NVFP4 runtime error are distinct issues." + "reason": "Detokenization regression and NVFP4 runtime error are unrelated." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 regression: both describe non-persistent buffers being filled/corrupted with junk during loading." + "reason": "Same regression: non-persistent buffers are being corrupted/fill with junk in v5." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same bug family: v5 non-persistent-buffer corruption during model loading/from_pretrained." + "reason": "Same underlying non-persistent-buffer corruption regression; 43950 is just the more explicit report." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Unrelated model/runtime failures with no shared code path." + "reason": "Unrelated model/runtime failures." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 documentation-example errors are different from the reported degradation in text embeddings." + "reason": "SigLIP2 doc example errors are not the same as the separate SigLIP2 embedding-quality complaint." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to MolmoForCausalLM missing all_tied_weights_keys." + "reason": "Bad AutoTokenizer error messaging and missing all_tied_weights_keys are different issues." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both concern dtype/training stability, but one is a direct autocast mismatch and the other is an RLHF NaN/SDPA fallback issue." + "reason": "Autocast dtype mismatch and RLHF gradient explosion from 3D position_ids are different bugs." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "A corrupted Ovis2 checkpoint and vague loading noise are not the same underlying problem." + "reason": "A corrupted checkpoint and generic loading noise are not the same defect." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only clearly supported duplicate family is the v5 non-persistent-buffer corruption group around 43644/43950/44534." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate groups are well supported by the titles: the non-persistent-buffer regression around 43950/43644/44534, and the custom-module cache/path collision around 45632/45698. The rejected soft-edge pairs are mostly justified by concrete symptom/model differences rather than vague similarity. No obvious overstatement." }, "evaluator_used": true, "retried": false, @@ -816,7 +987,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:36331", "issue:38175", @@ -827,7 +998,6 @@ "issue:42947", "issue:43054", "issue:43257", - "issue:43278", "issue:43404", "issue:43493", "issue:43643", @@ -864,11 +1034,13 @@ "issue:45313", "issue:45356", "issue:45399", - "issue:45520" + "issue:45520", + "issue:45701" ], "soft_pairs": [ "issue:36331|issue:41762", "issue:41553|issue:43881", + "issue:43054|issue:45701", "issue:43872|issue:44589", "issue:38175|issue:43054", "issue:42947|issue:44387", @@ -887,7 +1059,6 @@ "issue:45020|issue:45356", "issue:44661|issue:45020", "issue:43824|issue:43872", - "issue:43054|issue:43278", "issue:44991|issue:45399", "issue:43827|issue:44509", "issue:45081|issue:45399", @@ -904,256 +1075,256 @@ "issue:43854|issue:44863", "issue:42915|issue:43872" ], - "prepared_review_unit_hash": "baa1bf0ee0a2b4038d9fb0a9a59af61083c973d5b4a909a7ac07d1c6469c38d0", + "prepared_review_unit_hash": "90ca327ed1faedac4e7c9c75d789da3d2326ffc75f0c2f0f5ba8b887cdd2a1fb", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 36, - "serialized_chars": 37893, - "estimated_input_tokens": 9474, - "estimated_eval_tokens": 19204 + "serialized_chars": 37865, + "estimated_input_tokens": 9467, + "estimated_eval_tokens": 19190 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with a few real duplicate subgroups around SigLIP2, tokenizer docs, Whisper audio preprocessing, Qwen ZeRO-3 loading, and the `_is_hf_initialized` init-empty-weights regression. Most other pairs are only superficially related by subsystem or model family.", - "confidence": 0.88, - "canonical_issue_reason": "No single exact duplicate spans the whole cluster; the broadest open tracker is 45020, which is the best umbrella for the remote_code-loading regressions, but the cluster also contains several unrelated bugs.", + "summary": "Most items are distinct model-loading, tokenizer, or docs regressions rather than duplicates. The only plausible duplicate pair is the Qwen3/Qwen3.5 DeepSpeed ZeRO-3 weight-loading failure; the rest should stay separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43940 is the best canonical issue because it is the clearest, earliest report of the Qwen3 ZeRO-3 missing-weights failure, which also appears in issue:45313.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the best global issue candidate because it is open, broadly framed, and can absorb related remote_code regression reports, even though the surrounding cluster is mixed.", + "best_issue_reason": "issue:43940 is the strongest representative of the only real duplicate cluster and names the concrete failure mode more clearly than the follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failures and code paths: trainer loss signature mismatch vs Gemma3 ZeRO-3 load error." + "reason": "Training API signature error vs DeepSpeed load-time IndexError; different code paths and symptoms." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and symptoms; one is a bad tokenizer error message, the other is a loading failure for glm-4v-9b." + "reason": "Voxtral AutoTokenizer error-message problem vs GLM-4V loading failure; unrelated models and bugs." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression vs generic tokenization changes; not the same underlying bug." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are compatibility errors, but the underlying storage/type issues are different." + "reason": "bitsandbytes Int8Params constructor incompatibility vs missing Float8 storage type; different dependency breakages." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but one reports zero probabilities while the other is a text-embedding quality regression; not clearly the same bug." + "reason": "siglip2 zero-probability output issue vs worse SigLIP2 text embeddings; similar model family but different failure modes." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both involve training/memory concerns, but they describe different regressions and likely different fixes." + "reason": "PEFT LoRA gradient-checkpointing ineffective vs int4 quantization OOM; different mechanisms and fixes." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Both point to the same SigLIP2 implementation discrepancy/regression affecting text embeddings and output quality." + "accept": false, + "reason": "Embedding-quality discrepancy vs HF/JAX implementation mismatch; both SigLIP2-related but not the same concrete bug." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Unrelated model-loading failures with different root causes." + "reason": "GLM-4V loading failure vs Molmo missing all_tied_weights_keys; different model implementations." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model-loading failure; not the same concrete issue." + "reason": "Generic loading noise vs inability to load a specific model; not the same defect." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug is unrelated to the flash_attn import key error." + "reason": "Detokenization bug in DeepSeek Coder vs flash_attn import KeyError on Python 3.13; unrelated subsystems." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Related theme, but one is a specific AutoConfig field-loss symptom and the other is a broad remote_code regression umbrella." + "reason": "Missing fields from AutoConfig with trust_remote_code vs broad remote_code breakage; related area, but not one concrete bug." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Completely different problems: tokenizer detokenization vs AMD GPU support." + "reason": "Tokenizer/detokenization regression vs AMD GPU incompatibility for GPT-OSS; unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Different model-specific loading report; the shared wording about loading is too broad to treat as duplicate." + "reason": "Generic transformer loading noise vs specific failure to load cjvt/sleng-bert; same theme, different bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both mention efficiency, but one is gradient-checkpointing behavior and the other is MoE training memory usage." + "reason": "Checkpointing issue in LoRA training vs Qwen3 MoE memory inefficiency; different performance bugs." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and failure modes; not the same bug." + "reason": "Qwen3VL weight_only loading error vs GLM5 issue; different models and loaders." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA/ZeRO branch incompatibility vs a tie_word_embeddings warning; not the same underlying problem." + "reason": "Qwen3 MoE LoRA compatibility change across versions vs warning about tie_word_embeddings; not the same bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model families and different loading/configuration paths." + "reason": "Gemma3 ZeRO-3 load IndexError vs Qwen3 MoE FineGrainedFP8Config failure; both distributed-training related but different code paths." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Tokenizer detokenization bug vs unrelated model loading failure." + "reason": "Tokenizer detokenization regression vs model loading failure for ScandiBERT; unrelated." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are regressions, but one is broad remote_code breakage and the other is a specific Kimi-K2.5 tokenizer codec/warning issue." + "reason": "Broad remote_code regressions vs Kimi-K2.5 tokenizer codec/fix_mistral_regex regression; separate tokenizer bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Different bug: add-new-model-like mapping logic vs remote_code loading regressions." + "reason": "add-new-model-like mapping bug vs remote_code breakage; different functionality." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for a missing class vs bitsandbytes/init-empty-weights compatibility issue." - }, - { - "left": "issue:43054", - "right": "issue:43278", - "accept": false, - "reason": "Both mention embeddings, but one is model quality and the other is dtype drift between train/eval." + "reason": "Qwen2.5-VL import/export issue vs bitsandbytes constructor incompatibility; unrelated." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn fallback gating; unrelated." + "reason": "Tokenizer loading failure for a specific model vs flash-attn fallback logic blocked by checks; different problems." }, { "left": "issue:43827", "right": "issue:44509", - "accept": true, - "reason": "Same documentation cleanup: both say v5 docs still reference removed pipeline tasks." + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline-task references and likely the same documentation cleanup only broadly." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash vs flash-attn fallback behavior; different code paths." + "reason": "Mistral tokenizer regex crash vs flash-attn fallback gating; different subsystems and fixes." }, { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "Both center on the Whisper audio feature-extraction path; the helper failure plausibly explains the model not running." + "accept": false, + "reason": "Whisper runtime failure vs a specific fbank extraction issue; could be related, but not enough to call the same bug." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight tying bug vs non-persistent buffer corruption; different mechanisms." + "reason": "Weight tying bug in Mistral3 vs non-persistent buffer corruption on from_pretrained; distinct state-loading issues." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Different model families and failures; no clear shared underlying defect." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs Ovis2 checkpoint corruption; different models and failure modes." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading key error vs flash-attn fallback issue; unrelated." + "reason": "MobileLLM key error vs flash-attn fallback blockage; unrelated." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer problems for different models; not the same bug." + "reason": "AutoTokenizer Voxtral error messaging vs tokenizer load failure for EMBEDDIA/est-roberta; different models and failures." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "MoE FP8 failure is a specific quantization/config bug, not the remote_code regression tracked in 45020." + "reason": "Qwen3 MoE FP8 training failure vs broad remote_code regressions; not the same concrete code path." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Specific model key error vs broad remote_code breakage; not the same concrete issue." + "reason": "MobileLLM loading key error vs remote_code compatibility regressions; unrelated." }, { "left": "issue:43940", "right": "issue:45313", "accept": true, - "reason": "Very similar ZeRO-3 weight-loading failure for Qwen-family models; same concrete loading path appears to be failing." + "reason": "Both report the same ZeRO-3 missing-weights load failure in the Qwen3 family, just on different variants (Qwen3-Next vs Qwen3.5)." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "These describe the same `_is_hf_initialized`/`init_empty_weights` TypeError regression." + "accept": false, + "reason": "bitsandbytes Int8Params compatibility issue vs init_empty_weights/_is_hf_initialized TypeError; different constructor/API breaks." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/loading reports for unrelated models." + "reason": "Bad AutoTokenizer error for Voxtral vs inability to load a specific BERT model; different reports." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different models and failures; no shared bug evidence." + "reason": "GLM-4.7-Flash unit-test load failure vs NemotronH checkpoint loading failure; different models." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different issues: FP8 MoE failure vs bitsandbytes/init-empty-weights compatibility." + "reason": "Qwen3 MoE FP8 training issue vs bitsandbytes Int8Params signature incompatibility; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The selected umbrella issue (45020) is a reasonable broad tracker, and the accepted soft pairs are plausible duplicates based on the issue titles. The rejected pairs mostly avoid overstating evidence and do not look merged too aggressively." + "feedback": "The summary is well grounded in the packet and stays conservative overall. The canonical choice for issue:43940 is supported by the titles and creation dates, and the only accepted duplicate pair (43940/45313) looks like the same ZeRO-3 missing-weights bug across Qwen3 variants. The other soft-edge rejections are appropriately cautious given the limited evidence." }, "evaluator_used": true, "retried": false, @@ -1172,7 +1343,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:24643", "issue:30064", @@ -1240,8 +1411,8 @@ "issue:43645|issue:43646", "issue:43950|issue:45325", "issue:43824|issue:43957", - "issue:43366|issue:44589", "issue:42915|issue:43957", + "issue:43366|issue:44589", "issue:44560|issue:44918", "issue:42617|issue:43366", "issue:38175|issue:43994", @@ -1256,226 +1427,226 @@ "issue:38175|issue:39692", "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "8159b8257e46085f3f530db2863b62e12b4b596ed78daa9856494b692895bb8a", + "prepared_review_unit_hash": "5d046ebe4b5b48f39ab5f7a5edb173b58276503d66005f44c1c8b30b4b826349", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37220, - "estimated_input_tokens": 9305, - "estimated_eval_tokens": 18866 + "serialized_chars": 37221, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 }, "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, with a few true duplicate pairs. The clearest duplicate is the non-persistent buffer regression, and there is also a close duplicate around custom model initialization.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 43644 is the best canonical anchor: it is the older, clearer description of the non-persistent buffer regression and directly matches 44534.", + "summary": "This cluster is mostly heterogeneous transformers issues with only a few true duplicate pairs. The strongest matches are the non-persistent buffer regression, the SigLIP2 bad-output report, and the custom-model-initialization regression; the rest are same-subsystem or same-model-family reports but not the same concrete bug.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43644 is the clearest representative of a real duplicate family: it states the non-persistent buffer regression directly, and it has an essentially identical companion in 44534.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the strongest representative because it names the concrete regression succinctly and has the cleanest duplicate overlap; the rest of the cluster is too heterogeneous to serve as a better umbrella issue.", + "best_issue_reason": "43644 is the best issue to anchor the cluster because it is specific, broadly worded, and maps cleanly to an exact duplicate-style report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different failure modes: SDPA/BF16 gradient collapse versus a flash_attention AttributeError on sink-less models." + "reason": "Both involve Qwen/attention/video-style failures, but they describe different code paths and different symptoms; not the same bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is a Qwen3 MoE weight conversion bug and the other is gradient averaging with GAS; not the same code-path problem." + "reason": "Both mention DeepSpeed/Qwen3, but one is weight conversion and the other is gradient averaging; separate issues." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected kwarg in CustomTrainer.compute_loss is unrelated to the mask shape mismatch IndexError." + "reason": "Unexpected compute_loss kwarg and tensor mask shape mismatch are unrelated failures." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "Same error shape family, but no clear evidence they are the same bug; likely separate reproductions/models." + "reason": "The error text is similar, but there is no evidence these are the same underlying shape-mismatch bug." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Bitsandbytes parameter construction and CLIPTokenizer max length are unrelated." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but they describe different Qwen VL regressions and different symptoms/code paths." + "reason": "Both concern video inputs, but the models and failure modes differ; not enough to treat as one bug." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + "reason": "Qwen3.5 cache/attention crash and NemotronH checkpoint loading are unrelated." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed 2-D weight error and void segmentation map processing are different subsystems and bugs." + "reason": "DeepSpeed training weight-dimension error and void segmentation-map processing are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF architecture support and a Phi MoE autocast dtype mismatch are unrelated." + "reason": "GGUF gpt-oss support and Phi MoE autocast dtype mismatch are different problems." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Both are audio-related, but one is batched embedding leakage and the other is empty-transcription handling in Whisper generation." + "reason": "Both are audio-related, but one is batched inference leakage and the other is empty-transcription handling." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior do not describe the same issue." + "reason": "These are different model-support/regression reports with no shared concrete code path." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and different failures: torch.compile/SDPA on Bamba versus Qwen3.5 flash-attention illegal access." + "reason": "Both mention attention/SDPA, but the model paths and root causes are different." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-VL video StopIteration and an MPS histogram Int error are unrelated." + "reason": "Video StopIteration and MPS histogram integer failure are unrelated." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These are effectively the same custom model initialization regression, with 43645 just adding the Jupyter-notebook reproduction context." + "reason": "Both report the same Transformers 5.0 custom model initialization regression; the Jupyter detail is just context." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Non-persistent buffer corruption from from_pretrained is unrelated to Qwen2.5-VL rope index scaling." + "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope scaling are separate regressions." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to meta-device model loading regressions." + "reason": "Missing import for Qwen2.5-VL and meta-device loading failures are different issues." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:42915", + "right": "issue:43957", "accept": false, - "reason": "GGUF/gpt-oss support and missing Float8 storage support are unrelated." + "reason": "FineGrainedFP8Config failure and meta-device loading breakage are unrelated." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Qwen3 MoE FP8 failure is unrelated to meta-device loading issues." + "reason": "GGUF architecture support and missing Float8 storage are unrelated compatibility issues." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3/VL audio-video style workflows, but one is a video StopIteration bug and the other is embedding unpacking with TRL SFT; not the same bug." + "reason": "Both involve Qwen video/embedding workflows, but one is a video StopIteration bug and the other is TRL input-embedding unpacking." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." + "reason": "3d_parallel.py failure and GGUF gpt-oss support are unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Both describe the same SigLIP2 model producing wrong/degenerate outputs; 43994 is the broader user-facing report and 38175 is the more specific symptom." + "reason": "Same SigLIP2 model and same bad-output symptom family; these look like duplicate reports of the same regression." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Custom model init regression and non-persistent buffer corruption are different 5.x regressions." + "reason": "Custom model initialization and non-persistent buffer corruption are different regressions." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure is unrelated to Qwen3 MoE FP8 behavior." + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Qwen3-VL video StopIteration and a mask/tensor shape IndexError are unrelated." + "reason": "Video StopIteration and mask/tensor shape mismatch are different bugs." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Strict config validation for granite_speech and tiny-random glm4v config loading are different validation failures." + "reason": "Strict config loading for granite_speech and glm4v config validation are separate config issues." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero-sized index with deepspeed zero3 and TOKENIZER_MAPPING_NAMES add-new-model-like failure are unrelated." + "reason": "Bert zero3 index error and TOKENIZER_MAPPING_NAMES failure are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Both are initialization/config edge cases, but one is a Deepspeed/Bert empty-index crash and the other is a tokenizer-mapping registration problem." + "reason": "Both are loading/initialization errors, but they affect different subsystems and code paths." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "device_map=auto dequantized-model loading on offload is unrelated to mmap OOM on Strix Halo." + "reason": "Dequantized model offload failure and mmap OOM on Strix Halo are not the same bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-identical non-persistent buffer regression reports; 44534 is essentially the same bug phrased later." + "reason": "These are the same non-persistent buffer regression, phrased almost identically." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both mention SigLIP2, but one is a runtime output bug and the other is documentation-example errors/quantization failure; not the same issue." + "reason": "The docs-example issues mention SigLIP2, but one is output correctness and the other is documentation/model-processor mismatch with extra quantization problems." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA hf4.x versus hf5.x compatibility for Qwen3 MoE is unrelated to BitNet packed-weight loading in accelerate." + "reason": "LoRA/Qwen3-MoE compatibility across versions and BitNet packed-weight loading are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The chosen canonical issue/pairing around 43644 and 44534 is well supported, and the other accepted duplicates (43645/43646, 38175/43994) are also reasonable. No overstatement stands out." + "feedback": "The cluster summary is grounded in the packet, and the soft-edge verdicts stay conservative. The accepted duplicate pairs are well supported by the issue titles and descriptions, especially 43644/44534. No obvious overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -1494,7 +1665,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:36010", "issue:39404", @@ -1550,8 +1721,8 @@ "issue:44960|issue:44977", "issue:44451|issue:44488", "issue:43854|issue:43931", - "issue:42491|issue:45276", "issue:43708|issue:44075", + "issue:42491|issue:45276", "issue:41720|issue:42915", "issue:43856|issue:43873", "issue:43257|issue:43854", @@ -1559,8 +1730,8 @@ "issue:44488|issue:44991", "issue:42915|issue:44756", "issue:42491|issue:43931", - "issue:43644|issue:43645", "issue:45362|issue:45406", + "issue:43644|issue:43645", "issue:43856|issue:44387", "issue:44661|issue:44683", "issue:44910|issue:45588", @@ -1579,257 +1750,247 @@ "issue:43854|issue:45216", "issue:44291|issue:44756", "issue:44292|issue:44912", - "issue:44743|issue:44960", - "issue:45276|issue:45292" + "issue:44743|issue:44960" ], - "prepared_review_unit_hash": "5b772697984955e5f43f6b7eda7f560cff3fa82c29d48e5a4d6d9a7d7f2bd401", + "prepared_review_unit_hash": "f761079c61ccee9c6750281613b329ea075d6005d02038ef8c76da33e9559efc", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38152, - "estimated_input_tokens": 9538, - "estimated_eval_tokens": 19332 + "soft_pair_count": 34, + "serialized_chars": 37851, + "estimated_input_tokens": 9463, + "estimated_eval_tokens": 19182 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. The only pair that looks like the same underlying regression is the resize_token_embeddings/output_embeddings issue; the rest are too model-, backend-, or failure-mode-specific to merge confidently. No PRs are present.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45276 is the broadest and most informative representative of the shared resize_token_embeddings regression, covering both output_embeddings and embed_tokens_per_layer.", + "summary": "These items are largely unrelated Transformers bugs and regressions. The soft pairs mostly share broad model-family or subsystem keywords, but they do not describe the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "No true canonical duplicate stands out; issue 43873 is the broadest open item with inbound references, but it is still just one specific quantization/offloading bug rather than the center of a real duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 best represents the cluster\u2019s only clear duplicate-style bug and is the most descriptive report of that embedding-resize problem.", + "best_issue_reason": "43873 is the most generally framed and still-active issue in the set, so it is the best practical anchor if one must pick one, but the cluster is too heterogeneous to treat it as a genuine duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is a ZeRO-3 load failure and the other is an incorrect save_pretrained visual-key regression; different code paths." + "reason": "Different Qwen3.5 failures: ZeRO-3 weight loading for language_model vs incorrect visual-encoder keys in save_pretrained." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different failures: GLM5 vs Qwen3.5 flash-attention generation behavior." + "reason": "Both are Qwen-related, but one is a GLM5 issue and the other is a Qwen3.5 flash-attention generation bug; different code paths and symptoms." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they target different models and don\u2019t clearly share the same concrete bug." + "reason": "Both are model-load regressions, but they involve different BERT models and no shared concrete bug is shown." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and different load failures: unit-test loading of GLM-4.7-Flash vs weight-shape mismatch for Qwen3-VL-30B." + "reason": "Different models and different loading failures: GLM-4.7-Flash unit-test loading vs Qwen3-VL weight-shape mismatch." }, { - "left": "issue:42491", - "right": "issue:45276", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "LoRA compatibility on hf4.x/hf5.x is a separate compatibility issue from resize_token_embeddings not updating embeddings." + "reason": "Unrelated bugs: checkpoint resume/max_steps calculation vs SGD optimizer arguments being ignored." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:42491", + "right": "issue:45276", "accept": false, - "reason": "Trainer checkpoint-resume max_steps math is unrelated to SGD optimizer arguments being ignored." + "reason": "Different problems on different model families: Qwen3-MoE LoRA compatibility vs Gemma4 resize_token_embeddings not updating outputs." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "One is auto device mapping causing cudaErrorAssert; the other is Qwen3Moe failing with FineGrainedFP8Config." + "reason": "Both touch Qwen3/Qwen3-MoE, but one is device-mapping cudaErrorAssert and the other is FineGrainedFP8Config failure; not the same bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both involve quantization/training memory, but one is Qwen3 MoE training efficiency and the other is offloading behavior." + "reason": "Both mention Qwen3 MoE and quantization/offloading, but one is inefficient training memory and the other is offloading behavior with quantization." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MOE weight-conversion with accelerate+deepspeed is unrelated to GLM-4.7-Flash loading in tests." + "reason": "Different model-loading issues in different systems: Qwen3 MoE accelerate+deepspeed conversion vs GLM-4.7-Flash loading in tests." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "The first is a broken documentation example; the second is a runtime correctness issue for SigLIP2 with AutoModel/pipeline." + "reason": "Both involve SigLIP2, but one is a broken documentation example and the other is nonsensical AutoModel/pipeline inference results." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading failures, but the affected models and likely root causes are not shown to be the same." + "reason": "Both are tokenizer/load regressions, but they affect different models and no shared root cause is established." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 failure and mmap OOM on Strix Halo are unrelated system issues." + "reason": "Different issues: Qwen3-MoE FP8 loading failure vs mmap-related OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3-related failures: LoRA compatibility versus Qwen3-VL weight-shape mismatch." + "reason": "Different models and failure modes: LoRA compatibility across versions vs Qwen3-VL weight-shape mismatch." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are separate Transformers 5.0 regressions." + "reason": "Different crashes in different components: Qwen3.5 chat generation vs Gemma4Processor missing _tokenizer in transformers serve." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Qwen3.5 chat crashes and Gemma4Processor missing _tokenizer are different failures in different components." + "reason": "Both are Transformers 5.0 regressions, but one is junk non-persistent buffers and the other is custom-model initialization in Jupyter notebooks." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/quantization, but one is training inefficiency and the other is int4 CUDA reserved-memory OOM." + "reason": "Both concern memory/quantization, but one is Qwen3 MoE training inefficiency and the other is increased CUDA reserved memory under int4 leading to OOM." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping registration and compiled flex_attention failure are unrelated." + "reason": "Completely different bugs: tokenizer mapping logic vs compiled flex_attention on newer torch." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "One is a Qwen3.5 flash-attention illegal-memory-access bug; the other is an AttributeError on sink-less models in flash_attention integration." + "reason": "Both are flash-attention crashes, but one is a 3D position_ids packing bug and the other is an AttributeError on s_aux=None." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA hf4.x/hf5.x compatibility is not the same bug as resize_token_embeddings not updating output_embeddings." + "reason": "One is a Qwen3-MoE LoRA/version-compatibility problem; the other is a generic resize_token_embeddings output_embeddings issue." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both are resize_token_embeddings complaints, but they affect different model families and different internal embedding targets; not enough to treat as one bug." + "reason": "Similar API name, but different models and different affected components: Gemma4 embed_tokens_per_layer/output_embeddings vs t5gemma decoder.embed_tokens." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both concern lm_head tying, but they are model-specific reports for different architectures and likely need separate fixes." + "reason": "Both are lm_head tying bugs, but they affect different model classes and are not clearly the same underlying defect." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline behavior are unrelated issues." + "reason": "An import-path regression for GenerationMixin is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized are distinct loading/saving bugs." + "reason": "Different serialization/loading problems: extra_state handling vs init_empty_weights getting an unexpected _is_hf_initialized argument." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch for one model is not the same as loading failure for a different BERT model." + "reason": "A tokenizer vocab-size inconsistency is not the same as a separate model-loading failure for a different checkpoint." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device mapping and AudioFlamingo3 batched inference leakage are unrelated." + "reason": "Qwen3 auto device mapping on A800 and AudioFlamingo3 batched embedding/token leak are unrelated bugs." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 documentation/example errors and GLM5 model work are different issues." + "reason": "Different problems in different model families: SigLIP2 doc/inference issues vs GLM5/Qwen3.5 flash-attention generation." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Gemma-4 FSDP2 shared_kv_states rebuilding are unrelated model bugs." + "reason": "Both concern sparse/MoE-style internals, but one is SwitchTransformersConfig layer creation and the other is Gemma-4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Offloading-quantization behavior and int4 reserved-memory growth are separate quantization/memory regressions." + "reason": "Related to quantization and memory, but one is offloading behavior and the other is increased reserved memory causing OOM." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 incompatibility is broader version support, while the meta-device issue is a specific model-loading path." + "reason": "Torch-version incompatibility is too broad; the second issue is specifically about meta-device loading breaking some models on Transformers 5." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 OOM and Strix Halo mmap OOM are different memory problems with different triggers." + "reason": "Both are memory-related, but one is an int4 quantization reserved-memory regression and the other is mmap-induced OOM on Strix Halo." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash loading tests and Qwen3.5 save_pretrained checkpoint correctness are unrelated regressions." + "reason": "Different Qwen3.5-related problems: model loading in tests vs incorrect checkpoint saving with save_pretrained." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected _is_hf_initialized during init_empty_weights and mmap OOM on Strix Halo are different failure modes." + "reason": "Init-empty-weights loading error and mmap OOM are unrelated failure modes." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Qwen-3 NVFP4 loading error and git-oss-20b MXFP4 fallback are distinct quantization issues." + "reason": "Both are quantization issues, but they involve different model families and different quantization formats/failure modes." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to GLM5 model behavior." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same resize_token_embeddings regression: both reports say output embeddings are not updated, and 45276 is the broader, more specific version of the same bug." + "reason": "A recurrent-state reset bug in modular_qwen3_5.py is unrelated to GLM5/Qwen3.5 flash-attention generation." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted near-duplicate, issue:45276 vs issue:45292, is well supported by the titles and descriptions, and the other pairwise rejections do not overstate duplication. No PRs are present, and the cluster-level characterization as mostly unrelated bug reports is consistent with the evidence." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -1844,10 +2005,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:39404", - "issue:40990", "issue:42947", "issue:43257", "issue:43299", @@ -1887,15 +2047,18 @@ "issue:44928", "issue:44991", "issue:45084", + "issue:45276", "issue:45292", "issue:45335", "issue:45588", "issue:45663", "issue:45684", - "issue:45698" + "issue:45698", + "issue:45701" ], "soft_pairs": [ "issue:45684|issue:45698", + "issue:45276|issue:45292", "issue:42947|issue:43381", "issue:43957|issue:44756", "issue:43381|issue:44928", @@ -1909,15 +2072,16 @@ "issue:43257|issue:44863", "issue:43828|issue:43957", "issue:43425|issue:43828", + "issue:39404|issue:45701", "issue:44589|issue:44756", "issue:44479|issue:45663", "issue:43906|issue:44530", "issue:43931|issue:44863", "issue:43611|issue:43645", - "issue:39404|issue:44912", "issue:43901|issue:44509", "issue:44530|issue:45084", "issue:43425|issue:43716", + "issue:39404|issue:44912", "issue:43299|issue:43931", "issue:44863|issue:45663", "issue:43257|issue:45663", @@ -1927,267 +2091,259 @@ "issue:44671|issue:44991", "issue:43856|issue:44756", "issue:39404|issue:44671", - "issue:40990|issue:42947", - "issue:44589|issue:45084", "issue:43425|issue:44918", "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "75ea4695f16a52d5c5a8d868af7d0620f2420713cb69076a8dd27bb134ca21c9", + "prepared_review_unit_hash": "2e70d7ae42e4972ab2acedc27ddd9c76faa532c17c0d5c35eb6749676cc19eaa", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 37912, - "estimated_input_tokens": 9478, - "estimated_eval_tokens": 19212 + "serialized_chars": 38479, + "estimated_input_tokens": 9620, + "estimated_eval_tokens": 19496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mixed bag of Transformers v5 regression reports, with many unrelated model-loading, training, and docs issues. Only one soft pair looks like the same underlying bug: `resize_token_embeddings` not propagating to tied output/decoder embeddings.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43611 is the best canonical anchor because it is the broadest, most general v5 model-loading regression in the set and overlaps with several custom-model initialization/load reports better than the narrower, model-specific bugs.", + "summary": "Most pairs are clearly separate regressions despite superficial overlap around Transformers v5, loading, or model-init behavior. The only strong duplicate family is the resize_token_embeddings/output_embeddings reports, where a generic issue can cover the model-specific variants.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45292 is the broadest and most direct statement of the shared bug: resize_token_embeddings not propagating to output embeddings. It can serve as the umbrella for the Gemma4 and T5Gemma-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the strongest global issue candidate: it is high-level, clearly user-facing, and most likely to serve as a stable triage target for related custom-model loading regressions.", + "best_issue_reason": "issue:45292 best represents the duplicate set because it states the core failure without narrowing to one architecture.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load around custom auto classes, but one is about read-only permissions during `save_pretrained` and the other is about loading the wrong custom module; different failure modes." + "reason": "Different save/load problems: one is read-only permissions during save_pretrained, the other loads the wrong custom module after save_pretrained." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug family: resize_token_embeddings fails to update output embeddings; 45276 is a Gemma4-specific variant." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with PEFT/LoRA and the other is a hard prohibition in eval mode; not the same bug." + "reason": "Both mention gradient checkpointing, but one is about PEFT/LoRA ineffectiveness and the other about eval-mode restrictions; different code paths." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "`torch.device('meta')` loading breakage and Strix Halo mmap OOM are unrelated loading/memory issues." + "reason": "Unrelated failures: meta-device model loading vs disabling mmap on Strix Halo to avoid OOM." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to Qwen3.5 RLHF NaN/SDPA fallback instability." + "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3.5 RLHF NaN explosions from 3D position_ids and SDPA fallback." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Extra-state save/load handling and mmap-induced OOM are different code paths and symptoms." + "reason": "save/from_pretrained extra_state handling is a different bug from Strix Halo mmap/OOM behavior." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in Jupyter and Trainer checkpoint-resume step counting are unrelated." + "reason": "Custom model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Gemma-4 FSDP2 `shared_kv_states` KeyError are distinct attention/training failures." + "reason": "Different failures: flash_attention s_aux=None crash versus Gemma4 FSDP2 shared_kv_states rebuilding." }, { "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 issues." + "reason": "Separate regressions: video input handling for Qwen VL models vs strict config blocking granite_speech loading." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "These are the same underlying bug: `resize_token_embeddings` does not update all tied output/decoder embedding weights, with 45335 being the T5Gemma-specific manifestation." + "reason": "Same core resize_token_embeddings propagation bug, expressed generically in 45292 and specifically for t5gemma.decoder.embed_tokens in 45335." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and failure to load a different model are not the same defect." + "reason": "Different tokenizer/loading failures affecting different models and symptoms." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and `extra_state` save/load handling are separate regressions." + "reason": "Jupyter custom model initialization is not the same as extra_state save/load handling." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and NemotronH checkpoint loading are unrelated model-specific loading bugs." + "reason": "Qwen3 MoE weight conversion/loading is unrelated to NemotronH checkpoint loading." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and `meta`-device loading breakage are different execution paths." + "reason": "Different issues: autocast dtype mismatch for Phi-tiny-MoE versus meta-device loading failures." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility concerns are broader and not the same as the Phi-tiny-MoE autocast dtype mismatch." + "reason": "Torch version incompatibility is too broad and unrelated to a specific autocast dtype mismatch bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to tokenizer behavior changing by transformers version." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated." + "reason": "Float8 storage lookup error is unrelated to mmap/OOM mitigation." }, { "left": "issue:44479", "right": "issue:45663", "accept": false, - "reason": "Qwen video-input regression and Gemma-4 FSDP2 attention state bug do not share the same failure mode." + "reason": "Video regression in Qwen VL models does not match the Gemma4 FSDP2 KeyError." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue and a PagedAttentionCache linear_attention crash are not the same underlying bug." + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading failures are different model-loading problems." + "reason": "Both are loading failures, but one is Qwen3-VL shape mismatch and the other is NemotronH checkpoint incompatibility." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "`base_model_prefix` loading regression and Jupyter notebook custom-model initialization breakage are related only at a very broad level, not the same concrete bug." - }, - { - "left": "issue:39404", - "right": "issue:44912", - "accept": false, - "reason": "Whisper pipeline `return_language` regression and MXFP4 quantization fallback are unrelated." + "reason": "Both involve custom models in v5, but one is about base_model_prefix loading and the other about notebook initialization." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but one is about `return_all_scores` docs drift and the other about removed pipeline tasks; different content." + "reason": "Both are docs complaints, but they cover different docs and different removed/changed APIs." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and template-node compilation failure are different errors." + "reason": "PagedAttentionCache linear_attention crash is unrelated to the non-template-node compilation TypeError." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same defect." + "reason": "Torch compatibility and Mistral-3 dtype mismatch are separate problems." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language is unrelated to MXFP4 quantization fallback on git-oss-20b." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both concern Qwen3-VL loading, but one is a MoE-model regression in dev0 and the other is a specific weight-shape mismatch; too different to merge as one bug." + "reason": "Both concern Qwen3-VL loading, but the symptoms differ enough to indicate separate bugs." }, { "left": "issue:44863", "right": "issue:45663", "accept": false, - "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 `shared_kv_states` reconstruction are unrelated." + "reason": "NemotronH checkpoint loading and Gemma4 FSDP2 shared_kv_states are unrelated." }, { "left": "issue:43257", "right": "issue:45663", "accept": false, - "reason": "Qwen3 MoE loading/conversion and Gemma-4 training KeyError are different model families and code paths." + "reason": "Qwen3 MoE conversion/loading is a different code path from Gemma4 FSDP2 attention state rebuilding." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask/shape IndexError are distinct runtime failures." + "reason": "Video-input regression and a mask shape IndexError are not the same underlying bug." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export.export` failing for `torch_compilable_check` models and Perceiver resize/interpolation failure are different issues." + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver interpolation-position-encoding failure." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect SigLIP2 outputs and `ModelOutput` key assignment behavior are not the same bug." + "reason": "Siglip2 pipeline nonsense outputs and ModelOutput key assignment are different issues." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM prediction regression and tokenizer loading failure for a different model are unrelated." + "reason": "CamemBERT MLM prediction regression is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are different memory problems." + "reason": "Qwen3 MoE training memory inefficiency is not the same as Strix Halo mmap OOM handling." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language return and CamemBERT masked-LM output regressions are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:42947", - "accept": false, - "reason": "High perplexity on GPT-OSS and LoRA gradient checkpointing issues do not share a concrete code path." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage deserialization error and non-template-node compilation error are unrelated." + "reason": "Whisper pipeline return_language and CamemBERT masked LM predictions are unrelated model-specific regressions." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility and Qwen3.5 input-embedding unpacking in TRL SFT trainer are different failures." - }, - { - "left": "issue:43299", - "right": "issue:43931", - "accept": false, - "reason": "Same model family, but different symptoms and likely different fixes; not enough to treat as one duplicate pair." + "reason": "Torch 2.10 compatibility and Qwen3.5 SFT embedding unpacking are separate bugs." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel index error and compiled flex_attention failure on torch>=2.9 are unrelated." + "reason": "Zero3/BertModel indexing failure is unrelated to compiled flex_attention on torch >= 2.9." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The broad anchor choice is plausible from the packet, and the soft-edge verdicts avoid overclaiming; the only accepted pair (45292/45335) is well supported by the titles and reasoning." + "feedback": "The summary is well grounded in the packet, and the only accepted duplicate family\u2014resize_token_embeddings not propagating to output/output-related embeddings\u2014looks supported by the issue titles. The other soft-edge verdicts are conservative and the justifications avoid overclaiming, so I accept." }, "evaluator_used": true, "retried": false, @@ -2206,7 +2362,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:32090", "issue:34567", @@ -2233,7 +2389,6 @@ "issue:43645", "issue:43646", "issue:43716", - "issue:43825", "issue:43883", "issue:43957", "issue:44164", @@ -2245,6 +2400,7 @@ "issue:44488", "issue:44530", "issue:44534", + "issue:44589", "issue:44756", "issue:44811", "issue:44849", @@ -2258,16 +2414,18 @@ "issue:45685" ], "soft_pairs": [ + "issue:40990|issue:42947", + "issue:44589|issue:45084", "issue:36032|issue:43452", "issue:43425|issue:45685", "issue:32090|issue:39404", "issue:44991|issue:45081", "issue:43883|issue:44488", "issue:43957|issue:44164", - "issue:40990|issue:43421", "issue:43582|issue:43632", - "issue:44488|issue:45081", "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:40990|issue:43421", "issue:43611|issue:43644", "issue:44488|issue:44987", "issue:44206|issue:44220", @@ -2285,7 +2443,6 @@ "issue:43541|issue:45084", "issue:42915|issue:44530", "issue:44849|issue:45325", - "issue:39404|issue:43825", "issue:43404|issue:44466", "issue:36032|issue:43645", "issue:44987|issue:44991", @@ -2293,245 +2450,254 @@ "issue:43646|issue:44534", "issue:45084|issue:45507" ], - "prepared_review_unit_hash": "06710f3aad28d77b461c8f6535922f36a922856b5f940d3f0c6329960f2092f0", + "prepared_review_unit_hash": "4076e73bf023e7ecb1d1a5fa9729112f86b2aed86ad7ddb6671e913a753e17b5", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37937, - "estimated_input_tokens": 9485, - "estimated_eval_tokens": 19226 + "soft_pair_count": 35, + "serialized_chars": 38207, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely unrelated, with many being separate Transformers v5 regressions or model-specific bugs rather than duplicates. No soft edge looks like the same underlying defect.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 43646 is the broadest representative of the v5/custom-model initialization regression theme, while the others are narrower and model-specific.", + "summary": "Mostly a heterogeneous set of unrelated Transformers issues. The only clearly duplicate-like subcluster is the tied `lm_head` / serialization regression around Mistral3, where one report is specific and the other is broader.", + "confidence": 0.74, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster, but 44466 is the broadest representative of the only plausible duplicate subcluster (tied `lm_head.weight` / serialization behavior).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the strongest single anchor for this cluster because it describes a general Transformers v5 initialization break, which is closer to the repeated broad regressions than the other, more specialized reports.", + "best_issue_reason": "44466 is the best issue representative because it describes the broader regression and can subsume the more specific tied-weight report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Different problems: perplexity/regression on one model vs gradient-checkpointing behavior with PEFT LoRA." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: float8 storage lookup vs template compilation error." + }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer special-token conflict and gguf_file loading failure are different code paths." + "reason": "Both involve loading, but the tokenizer-method conflict and GGUF loading break are different code paths." }, { "left": "issue:43425", "right": "issue:45685", "accept": false, - "reason": "Torch version incompatibility and an MPS histogram type error are unrelated." + "reason": "Different platforms and errors: torch version incompatibility vs an MPS histogram kernel limitation." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer broadcast NoneType error and Whisper return_language pipeline bug are distinct." + "reason": "Unrelated: Trainer broadcast TypeError vs Whisper pipeline return_language regression." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Generic tokenizer load failure and Mistral regex patch crash are separate failures." + "reason": "Both tokenizer-load failures, but model-specific causes and fixes appear different." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys and model-loading failure for sleng-bert do not match." + "reason": "Different models and different failure modes; no shared concrete bug is evident." }, { "left": "issue:43957", "right": "issue:44164", "accept": false, - "reason": "Meta-device loading regression and extra_state save/load handling are different issues." + "reason": "One is meta-device loading, the other is save/from_pretrained extra_state handling." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Perplexity quality regression and runtime post-processor update bug are unrelated." + "reason": "Different regressions: Apple Silicon allocator warmup vs `_is_hf_initialized` flag behavior." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag break are different bugs." + "reason": "Save/load extra_state handling is unrelated to the Qwen video-input regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading failures for different models and mechanisms." + "reason": "Different model-loading issues; no evidence they share the same underlying tokenizer bug." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Serialization of extra_state and Qwen video-input regression are unrelated." + "reason": "Perplexity issue vs runtime post-processor update behavior; not the same bug." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Base model prefix loading break and junk non-persistent buffers are distinct regressions." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Two separate model-loading failures for different repositories and causes." + "reason": "Both are model-loading complaints, but for different models and likely different root causes." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Unsupported center argument in feature extractor and fbank extraction issue differ." + "reason": "Related audio area, but the reported breakages are not the same concrete issue." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing tied-weights attribute and tokenizer loading failure are not the same bug." + "reason": "Different tokenizer/load failures on unrelated models." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Skip_special_tokens handling and empty-transcription generation failure are different Whisper bugs." + "reason": "Both Whisper-related, but batch_decode skip_special_tokens and empty-transcription generation are distinct behaviors." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counter bug and multi-image iterable dataset failure are unrelated." + "reason": "TrainerState token counting vs multimodal IterableDataset failures are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template-compilation error are different code paths." + "reason": "Different subsystems: image preprocessor dtype mismatch vs template compilation error." }, { "left": "issue:42947", "right": "issue:44756", "accept": false, - "reason": "LoRA gradient checkpointing and Strix Halo mmap OOM are unrelated." + "reason": "LoRA/gradient checkpointing and mmap/OOM on Strix Halo are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is buffer serialization and the other custom initialization." + "reason": "Both are v5 init regressions, but one is about junk buffers and the other about custom model initialization." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache group-type crash differ." + "reason": "Different areas: AutoConfig trust_remote_code fields vs PagedAttentionCache group-type error." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve loading, but gguf_file path break and Qwen2.5-GGUF v5 failure are distinct." + "reason": "Both involve GGUF loading, but one is a broad from_pretrained bug and the other is a model-specific failure." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different repository load failures with no shared underlying mechanism shown." + "reason": "Separate model-loading failures with no shared code-path evidence." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 special-token method conflict and FineGrainedFP8Config failure are unrelated." + "reason": "Tokenizer add_special_tokens conflict vs FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Device-map offload failure and Qwen2.5-GGUF loading break are different problems." + "reason": "Different loading paths: device_map/offload vs GGUF model loading." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing error and template compilation error are unrelated." + "reason": "Torch dynamo grouped_mm tracing error is unrelated to template-node compilation." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FP8 config failure and PagedAttentionCache linear_attention crash are different." + "reason": "Both Qwen-family/MoE-ish, but the FP8 config failure and PagedAttentionCache group-type crash are different bugs." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index bug are separate model regressions." - }, - { - "left": "issue:39404", - "right": "issue:43825", - "accept": false, - "reason": "Whisper return_language regression and pipeline translation error-message issue are not the same." + "reason": "Different Qwen3.5/VL bugs: hidden-state output handling vs RoPE temporal indexing." }, { "left": "issue:43404", "right": "issue:44466", - "accept": false, - "reason": "Untied lm_head weights and inconsistent serialization are related broadly but not the same concrete bug." + "accept": true, + "reason": "Both point to the same tied-weights regression around `lm_head.weight`: one says Mistral3ForConditionalGeneration leaves it untied, the other reports device-dependent serialization of the same weight." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token conflict and Jupyter custom-model initialization break are different failures." + "reason": "Tokenizer-load method conflict vs custom model initialization in notebooks are different regressions." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Two separate model/tokenizer loading failures for different checkpoints." + "reason": "Both are load failures on different models, but there is no concrete shared bug." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio sampling-rate default and MIMI batching/padding-mask issue are unrelated." + "reason": "Audio processor sampling-rate default vs MIMI encoder padding-mask/batched-output mismatch are unrelated." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization break and non-persistent buffer junk are different v5 regressions." + "reason": "Custom model initialization and non-persistent buffer junk are different symptoms, not the same concrete bug." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid method are distinct bugs." + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The tied `lm_head.weight` / serialization pair (43404, 44466) is a plausible duplicate-like subcluster, and the other pairwise rejections are supported by the issue titles. No clear overstatement of evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2546,7 +2712,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:36032", "issue:40444", @@ -2617,32 +2783,32 @@ "issue:43296|issue:43531", "issue:42915|issue:44291", "issue:43611|issue:44534", - "issue:40990|issue:44811", - "issue:36032|issue:43742", "issue:43317|issue:43856", + "issue:36032|issue:43742", "issue:40444|issue:45325", + "issue:40990|issue:44811", "issue:44079|issue:45663", + "issue:42175|issue:45542", "issue:43421|issue:44568", "issue:43531|issue:44877", - "issue:42175|issue:45542", "issue:42915|issue:44589", "issue:43632|issue:44534", "issue:43818|issue:45357" ], - "prepared_review_unit_hash": "fabbf2a8ad191c5a028eea1412dd2fc32d6370f9c8bafd70d161339d8e6f1551", + "prepared_review_unit_hash": "3979c6e46cce1fec9b47a9818c76e911ba5bcb1ef0bc4d4f8d9c5f85edea646a", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36769, + "serialized_chars": 36770, "estimated_input_tokens": 9193, "estimated_eval_tokens": 18642 }, @@ -2651,198 +2817,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous bag of Transformers regression reports. Most soft pairs are only superficially similar by subsystem; the only clear duplicate-like subgroup is the Qwen3.5 `save_pretrained` checkpoint corruption reports.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45216 is the broadest/earliest concrete report of the Qwen3.5 `save_pretrained` regression, and issue:45357 reads like a later, narrower follow-up about the same corrupted-save problem.", + "summary": "This cluster is mostly a grab-bag of unrelated model-loading, tokenizer, multimodal, and backend issues. Only one soft pair looks like a likely duplicate/same fix candidate; the rest are too model- or subsystem-specific to merge safely.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43611 is the broadest, most central v5 loading regression here, and is the best umbrella representative for the cluster\u2019s repeated model-load breakages.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the strongest representative of the cluster\u2019s one real duplicate family because it captures the concrete `save_pretrained` checkpoint bug in a way that can subsume the later visual-encoder-key symptom.", + "best_issue_reason": "issue:43611 is the best single issue to anchor triage because it is general, high-signal, and closer to the shared theme than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Both are model-quality/loading complaints, but they involve different models and different failure modes; not the same bug." + "reason": "Different models and symptoms: Siglip2/pipeline output quality vs OmDet processor image-size mismatch." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Both relate to v5 model behavior, but one is notebook/custom-model initialization and the other is non-persistent buffer state; different code paths." + "reason": "Notebook custom-model initialization bug vs non-persistent buffer junk; not the same code path." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Tokenizer-loading error vs Apple Silicon allocator warmup TypeError; unrelated issues." + "reason": "Tokenizer-loading error message issue vs Apple Silicon warmup TypeError; unrelated." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal/video model failures, but the affected models and crash paths differ." + "reason": "Llava-Next load crash vs Qwen3OmniMoe video-processing ValueError; different models and failures." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise vs a Mistral tokenizer patch crash; not the same underlying defect." + "reason": "Generic loading noise vs Mistral tokenizer regex patch crash; no shared underlying bug." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both report Qwen3.5 `save_pretrained` producing incorrect checkpoints; the later one is a narrower symptom of the same save-path bug." + "reason": "Both report the same Qwen3.5 save_pretrained serialization regression, with incorrect checkpoint/visual-encoder key handling." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder vs DAC latent/STE mismatch; unrelated." + "reason": "MIMI padding-mask batching bug vs DAC STE mismatch; different components and failure modes." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading failures with no shared concrete code path." + "reason": "ScandiBERT model loading failure vs Mistral tokenizer regex patch crash; unrelated." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction issue vs compiled flex_attention regression; unrelated." + "reason": "Audio feature extraction bug vs torch>=2.9 compiled flex_attention failure; different stacks." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "`torch.export`/`torch_compilable_check` failure vs OmDet processor size mismatch; different bugs." + "reason": "torch.export/torch_compilable_check failure vs OmDet input-size mismatch; not the same issue." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Weight tying bug in Mistral3 conditional generation vs LoRA merge collapse after vocab extension; similar theme, different defect." + "reason": "Missing lm_head weight tying vs LoRA merge collapse with extended vocab; distinct bugs." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "`_is_hf_initialized` regression vs mmap OOM on Strix Halo; unrelated." + "reason": "_is_hf_initialized regression vs mmap OOM workaround on Strix Halo; unrelated." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3MoE FP8 config failure vs template-node compilation error; unrelated." + "reason": "Qwen3MoE FP8 config failure vs template-node compilation error; no common underlying bug." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "General loading failure for a specific model vs tokenizer backend patch crash; not the same issue." + "reason": "Physical-intelligence/fast loading failure vs Mistral tokenizer backend_attribute crash; different failures." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen vision/video regressions, but one is a broad video-input regression and the other is a still-image rope-index scaling bug." + "reason": "Both involve Qwen VL/video-position logic, but one is a broad video-input regression and the other is a still-image rope-index bug; not clearly the same concrete defect." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer `AddedToken` argument conflict vs a model-loading failure for a specific repo; not the same bug." + "reason": "AddedToken argument error vs model loading failure; unrelated." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL/vLLM load failure vs Qwen3-MoE sliding-window issue; different models and failure modes." + "reason": "PaddleOCR-VL load failure in vLLM vs Qwen3-MoE sliding_window behavior; different model paths." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both mention newer-transformers/loading regressions, but the FP8 config issue and `_is_hf_initialized` init_empty_weights error are distinct." + "reason": "FP8 config failure vs init_empty_weights/_is_hf_initialized constructor issue; unrelated." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is `base_model_prefix` loading and the other is buffer initialization; not the same bug." + "reason": "base_model_prefix loading regression vs non-persistent buffer initialization junk; different bugs." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Perplexity on gpt-oss-20b vs Whisper `batch_decode` special-token handling; unrelated." + "reason": "Dequantized model offload/load failure vs Qwen3 MoE training memory usage; not the same defect." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer `add_special_tokens` conflict vs MobileLLM key error; different tokenizer/model-loading paths." + "reason": "T5Tokenizer add_special_tokens conflict vs MobileLLM-125M key error; unrelated." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "GPU/CPU offload dequantization failure vs Qwen3 MoE training memory usage; not the same issue." + "reason": "IterableDataset multi-image training failure vs rope-index scaling for still images; different symptoms and code paths." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "IterableDataset multi-image finetuning failure vs Qwen2.5-VL temporal position scaling; unrelated multimodal bugs." + "reason": "Perplexity issue on gpt-oss-20b vs Whisper batch_decode skip_special_tokens handling; unrelated." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "`ModelOutput` key assignment bug vs Gemma4 FSDP2 shared-kv-state KeyError; different code paths." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states issue; different subsystems." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Backend packaging/install issue vs tensorboard-without-TF runtime error; related theme, but not the same underlying bug." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "TokenizersBackend runtime special-token refresh vs tokenizer not adding BOS/EOS; related theme but different concrete defects." + "reason": "Runtime special-token post-processor sync issue vs model-specific add_special_tokens BOS/EOS regression; too different." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding window issue vs strict config preventing granite_speech load; unrelated." - }, - { - "left": "issue:42175", - "right": "issue:45542", - "accept": false, - "reason": "Packaging/backend dependency issue vs tensorboard-without-TF backend error; not the same bug." + "reason": "Qwen3-MoE sliding_window bug vs granite_speech strict-config load failure; unrelated." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3MoE FP8 config failure vs missing Float8 storage type; separate low-level issues." + "reason": "Qwen3MoE FineGrainedFP8Config failure vs Float8 storage lookup error; different problems." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "`_is_hf_initialized` flag regression vs non-persistent buffer junk; different failures." + "reason": "_is_hf_initialized regression vs non-persistent buffer junk; not the same issue." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug vs Qwen3.5 checkpoint-save regression; unrelated." + "reason": "Video-LLaVA temporal-attention/weight-sharing problem vs Qwen3.5 save_pretrained key serialization bug; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:45216 \u2194 issue:45357, is well supported by the titles and dates as the same Qwen3.5 save_pretrained regression with a narrower later symptom. The remaining soft pairs are appropriately rejected as unrelated or only superficially similar." + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted soft pair (issue:45216 / issue:45357) is plausibly the same save_pretrained regression, and the rest of the rejections do not overclaim duplication. The chosen anchor issue:43611 is a reasonable broad representative for the load-regression cluster." }, "evaluator_used": true, "retried": false, @@ -2861,7 +3027,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:33666", "issue:35707", @@ -2915,259 +3081,266 @@ "soft_pairs": [ "issue:36032|issue:41720", "issue:43425|issue:44403", - "issue:44829|issue:45479", "issue:44683|issue:45020", + "issue:44829|issue:45479", "issue:33666|issue:40444", "issue:43482|issue:45538", "issue:44403|issue:44991", "issue:43792|issue:44589", "issue:44079|issue:44534", - "issue:35707|issue:40444", "issue:43377|issue:45491", + "issue:35707|issue:40444", "issue:43482|issue:43525", "issue:43749|issue:44079", "issue:44291|issue:44589", - "issue:43644|issue:44079", "issue:43881|issue:44488", + "issue:43644|issue:44079", "issue:40444|issue:45381", - "issue:44265|issue:45072", "issue:45325|issue:45381", + "issue:44265|issue:45072", "issue:43632|issue:45072", "issue:41720|issue:45081", "issue:43611|issue:43646", "issue:43531|issue:44291", "issue:43994|issue:44898", - "issue:43454|issue:44466", "issue:42175|issue:43296", + "issue:43454|issue:44466", "issue:44387|issue:44617", "issue:42915|issue:43482", "issue:43526|issue:43883", "issue:43828|issue:44683", + "issue:43525|issue:44589", "issue:43792|issue:43957" ], - "prepared_review_unit_hash": "7e81cc2584e3c2dd5708492bb7df9ef4a5712eecd040f7bd31660ecf4b6497c5", + "prepared_review_unit_hash": "c02fb4469075169de6b190374cfa975df7ea85a17e05c5eb6f75d80770fec19f", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37038, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "soft_pair_count": 32, + "serialized_chars": 37339, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is best understood as a broad set of Transformers v5 regression reports, mostly around model loading/initialization and related compatibility issues. Most pairs are only thematically similar, not clearly the same bug. One soft pair (43611/43646) looks plausibly like the same custom-model initialization regression, but the evidence is still approximate.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45020 is the best open umbrella for the recurring v5 loading/init regressions, especially around remote_code and custom model paths, even though the cluster is heterogeneous.", + "summary": "These items are mostly separate model- or feature-specific regressions rather than true duplicates. The only clear duplicate-style soft edge is the Qwen2.5-VL position-id/rope-index pair; the rest are too broad or too different to merge safely.", + "confidence": 0.7, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report here: recent Transformers versions breaking models using `remote_code`. It best represents the shared v5-regression theme across the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest representative issue because it is open, broad, and matches the dominant cluster theme of recent-version loading regressions.", + "best_issue_reason": "issue:45020 is the strongest global representative because it captures the widest cross-model compatibility regression among these issues, whereas most others are narrower symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Different bugs: T5 tokenizer loading error vs Qwen3 auto device-mapping CUDA assert." + "reason": "Unrelated failures: T5 tokenizer init error vs Qwen3 auto device-mapping CUDA assert." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Unrelated: torch version compatibility vs noisy loading output." + "reason": "One is a Torch compatibility complaint; the other is a logging/noise issue when loading models." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "Both are sequence-classification problems, but the failure modes differ and don\u2019t look like one underlying bug." + "reason": "Different bug classes: compiled flex_attention on torch>=2.9 vs remote_code loading regressions." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Different subsystems: compiled flex_attention on torch >= 2.9 vs broad model-loading regressions." + "reason": "Different training bugs: flash-attention-3 degenerate training vs single-label zero-loss classification behavior." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both involve Qwen2.x-VL finetuning, but the model/setup and failure modes are different." + "reason": "Both are Qwen2-VL-ish training issues, but one is multi-GPU training and the other is iterable-dataset/multi-image handling." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Different loading/tokenizer issues for unrelated models." + "reason": "Qwen2.5-GGUF loading failure is unrelated to CLIPTokenizer model_max_length behavior." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise vs tokenizer loading failure; not the same bug." + "reason": "Generic loading noise is not the same bug as tokenizer loading failing for a specific model." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Different runtime failures: Whisper run failure vs float8 storage lookup error." + "reason": "Whisper runtime failure and Float8 storage lookup errors are different failure modes." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Both concern model state/buffers, but the concrete bugs are different." + "reason": "ModelOutput key assignment and non-persistent buffer serialization are separate internals bugs." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to iterable-dataset multi-image finetuning." + "reason": "Both involve batching/padding, but the MIMI padding-mask issue and Gemma3 sliding-window NaNs are distinct model-path failures." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Both are batching-related, but padding-mask correctness and sliding-window NaNs are distinct issues." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image iterable dataset failures." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Unrelated model/version loading failure vs missing pad_token_id attribute." + "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading vs ModelOutput key bookkeeping are different problems." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share the same code-path bug." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Meta/init loading error vs float8 storage-object lookup error are not the same root cause." - }, - { - "left": "issue:43644", - "right": "issue:44079", - "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate regressions." + "reason": "init_empty_weights/_is_hf_initialized and Float8 storage lookup are separate Transformer v5 regressions." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different model loading failures affecting different models." + "reason": "Different model loading failures for different models; no shared underlying bug is evident." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Related Qwen2.5-VL area, but multi-image finetuning and video position-id bugs are different failures." + "reason": "Non-persistent buffer junk values and ModelOutput key handling are unrelated." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "torch.export/compilable-check failure is unrelated to the bfloat16 dtype mismatch." + "reason": "Both are Qwen2.5-VL reports, but one is dataset/multi-image training and the other is video position-id handling." }, { "left": "issue:45325", "right": "issue:45381", + "accept": true, + "reason": "Both report Qwen2.5-VL position-id/rope-index regressions in transformers 5.3.0 and likely share the same visual temporal position code path." + }, + { + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Both touch Qwen2.5-VL position ids, but still-image temporal scaling and video vision_position_ids are different bugs." + "reason": "torch.export with torch_compilable_check is a different issue from dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized/meta-init regression is unrelated to dtype mismatch in inference." + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are unrelated regression classes." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "CUDA assert during Qwen3 loading is unrelated to the Mistral tokenizer regex patch crash." + "reason": "Qwen3 device-mapping CUDA assert and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:43611", "right": "issue:43646", - "accept": true, - "reason": "Both describe Transformers v5 breaking custom model loading/initialization paths, so they plausibly share the same underlying regression." + "accept": false, + "reason": "Both are v5 init/load regressions, but one is about `base_model_prefix` loading and the other about custom model initialization; not enough evidence of the same bug." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights/_is_hf_initialized." + "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights argument handling are different problems." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures on different architectures and code paths." + "reason": "Different vision-model inference bugs: SigLIP2 pipeline outputs vs Perceiver interpolation/resolution failure." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both involve lm_head/tied weights, but the concrete behavior differs and doesn\u2019t clearly indicate one bug." + "reason": "Package/backend dependency issue is unrelated to PaddleOCR-VL loading in vLLM." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Package/backend installation issue vs model loading failure in vLLM; unrelated." + "reason": "Both touch tied lm_head weights, but one is failure to tie weights causing bad generation and the other is inconsistent serialization by device; not the same concrete bug." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Different OOM contexts with different models and causes." + "reason": "CUDA memory growth under int4 quantization is not the same as a specific Sam3Video OOM report." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading failure are unrelated." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Image-processor label reduction bug vs tied-weights attribute error are unrelated." + "reason": "BeitImageProcessorFast label reduction bug and Molmo tied-weights attribute error are unrelated." }, { "left": "issue:43828", "right": "issue:44683", "accept": false, - "reason": "Autocast dtype mismatch and compiled flex_attention failure are different bugs." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to compiled flex_attention breakage on newer torch." + }, + { + "left": "issue:43525", + "right": "issue:44589", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to the Float8 storage object error." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper run failure vs meta-device loading regression; different failure modes." + "reason": "Whisper model runtime failure and meta-device loading regressions are different code paths." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The main cluster theme is grounded, but the response overstates certainty by referring to \"true duplicates\". The packet only supports broad thematic similarity from titles/bodies and soft similarity scores, not duplicate-level evidence. The one accepted pair (43611/43646) is plausibly related, but the evidence is still only approximate. Please keep the verdicts more conservative." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted soft edge (issue:45325 vs issue:45381) is plausibly the same Qwen2.5-VL position-id/rope-index regression, and the remaining pairwise rejections are cautious rather than overstated. The chosen representative issue:45020 is also supported by the packet as the broadest cross-model remote_code regression." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3183,7 +3356,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:34634", "issue:35707", @@ -3200,11 +3373,9 @@ "issue:43454", "issue:43526", "issue:43550", - "issue:43577", "issue:43606", "issue:43632", "issue:43701", - "issue:43708", "issue:43720", "issue:43746", "issue:43749", @@ -3232,31 +3403,33 @@ "issue:45563", "issue:45584", "issue:45632", - "issue:45684" + "issue:45684", + "issue:45701" ], "soft_pairs": [ "issue:43701|issue:45325", "issue:43881|issue:44991", "issue:43262|issue:43746", - "issue:40990|issue:45584", "issue:43317|issue:43873", "issue:43632|issue:45563", + "issue:40990|issue:45584", "issue:34634|issue:35707", "issue:44291|issue:44877", + "issue:43873|issue:45701", "issue:43606|issue:44265", "issue:44186|issue:44265", "issue:44610|issue:45325", "issue:35707|issue:41720", - "issue:43454|issue:43550", "issue:43606|issue:43819", - "issue:43377|issue:44898", + "issue:43454|issue:43550", "issue:43377|issue:44610", + "issue:43377|issue:44898", "issue:43454|issue:45072", - "issue:39692|issue:40444", "issue:43749|issue:44534", + "issue:39692|issue:40444", "issue:44466|issue:45357", - "issue:43454|issue:43720", "issue:43792|issue:44683", + "issue:43454|issue:43720", "issue:43296|issue:44991", "issue:43296|issue:44877", "issue:41720|issue:43322", @@ -3265,236 +3438,242 @@ "issue:43404|issue:45357", "issue:41720|issue:44977", "issue:44423|issue:45406", + "issue:40990|issue:45701", "issue:44186|issue:45072", - "issue:43873|issue:44756", - "issue:43577|issue:43708" + "issue:43873|issue:44756" ], - "prepared_review_unit_hash": "31b6e67eb407ea8bb552ff344a54b5ed6c3b7fe2b8fddb3e66091062a1f3e067", + "prepared_review_unit_hash": "0b75973bddd05926c3ff13f36fd7aeb520b2744466ded8df31128d4937bdc069", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37812, - "estimated_input_tokens": 9453, - "estimated_eval_tokens": 19162 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37393, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No convincing duplicates here: the soft pairs mostly share a broad subsystem or model family, but not the same concrete bug/change path. I would not merge any of the candidate pairs, and there are no PRs in this set.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43873 is the best representative of the set because it is a current, broadly scoped, still-open offloading/quantization bug with active discussion and references; the rest are narrower, unrelated regressions.", + "summary": "This cluster is mostly heterogeneous: it mixes unrelated model-specific regressions, tokenizer/processor bugs, offloading/loading failures, and a few serialization/config issues. There are no PRs in the cluster. The best anchor issue is the FSDP CPU RAM efficient loading report because it has the most discussion/inbound references and sits closest to the broader loader/offload failures, but the overall duplicate density is low.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 43749 is the strongest anchor: it has the most activity/inbound references and describes a core loading-path regression that is nearer to several offloading/memory-related reports than the model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is also the strongest standalone issue: clear symptom, broad impact, and unresolved state make it the most useful canonical bug report here.", + "best_issue_reason": "Issue 43749 is the most representative operational regression in this set; it is broad enough to serve as a cluster anchor, even though most other items are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint-resume key mismatch vs Qwen2.5-VL rope-index scaling; different code paths and symptoms." + "reason": "Both are generation/runtime regressions, but one is a checkpoint key mismatch and the other is a rope-index scaling bug in Qwen2.5-VL; different code paths." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Model loading failure for glm-4v-9b vs tokenizer loading failure for est-roberta; unrelated model/component bugs." + "reason": "Unrelated failures: one is a model loading failure for glm-4v-9b, the other is a tokenizer loading regression for a specific RoBERTa model." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT local-checkpoint loading bug; not the same issue." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "Perplexity regression on WikiText-2 vs empty-transcription generation failure after align_special_tokens; different failure modes." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading regression; not clearly the same bug." + "reason": "Both mention offloading/quantization, but the titles point to different failures and not the same concrete bug." }, { "left": "issue:43632", "right": "issue:45563", "accept": false, - "reason": "_is_hf_initialized breakage in v5 vs a stale generate() warning; unrelated behavior." + "reason": "Transformers v5 initialization flag breakage is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different functionality and symptoms: perplexity on WikiText-2 vs Whisper empty-transcription generation failure." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset bug vs progressive generation with inputs_embeds/past_key_values; different subsystems." + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are separate issues." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized constructor issue vs strict config loading failure; distinct root causes." + "reason": "One is an unexpected _is_hf_initialized argument in init_empty_weights; the other is strict config loading for granite_speech." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to a version-dependent tokenization change." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch for bark-small vs torch.export incompatibility with torch_compilable_check; not the same code path." + "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failures with torch_compilable_check." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/truncation crash vs torch.export failure; unrelated components." + "reason": "Tokenizer crashes on NER/padding are unrelated to export-time torch_compilable_check failures." }, { "left": "issue:44610", "right": "issue:45325", "accept": false, - "reason": "Processor image-size mismatch vs temporal position-id scaling; both multimodal, but separate bugs." + "reason": "Both are multimodal-model issues, but one is a processor image-size mismatch and the other is a temporal position-id scaling bug." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "inputs_embeds/past_key_values generation issue vs auto device-mapping cuda assert; different execution failures." - }, - { - "left": "issue:43454", - "right": "issue:43550", - "accept": false, - "reason": "lm_head weight tying bug vs torch.compile/SDPA failure; not the same underlying problem." + "reason": "Progressive generation with embeddings/cache and Qwen3 auto device-map cuda asserts are different bugs." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Device-mismatch under CPU offload vs DAC from_latents/STE mismatch; different model logic." + "reason": "CPU offload device mismatch for Bark and DAC.from_latents/STE mismatch are unrelated." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "MIMI batching/padding-mask discrepancy vs Perceiver non-default-resolution failure; distinct issues." + "reason": "Weight tying/serialization for AyaVision is unrelated to Bamba-9B-v2 torch.compile SDPA failure." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder vs OmDet-Turbo processor/model size mismatch; unrelated bugs." + "reason": "MIMI batching/padding-mask divergence and OmDet processor image resolution mismatch are different code paths." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "AyaVision lm_head tying bug vs dtype mismatches in SwitchTransformers/TimmWrapperModel; different defect classes." + "reason": "Batched-vs-single MIMI outputs do not match a Perceiver interpolation bug." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "SigLIP2 doc example errors vs Qwen2.5-VL finetuning with IterableDataset and multiple images; not the same change." + "reason": "A weight-tying bug is not the same as dtype mismatches in inference wrappers." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression vs non-persistent buffer junk-fill regression; separate initialization/loading bugs." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in v5 are both loader-related but not the same underlying bug." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "Inconsistent lm_head.weight serialization depending on device vs Qwen3.5 visual-encoder keys saved incorrectly; both save_pretrained-related, but not the same concrete bug." + "reason": "Documentation example errors for SigLIP2 are unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Weight-tying bug in Mistral3/AyaVision-style generation vs packed-weight unpacking during accelerate loading; different models and paths." + "reason": "Both involve save_pretrained serialization, but one concerns lm_head.weight tying/serialization and the other visual encoder key names; different fixes." }, { "left": "issue:43792", "right": "issue:44683", "accept": false, - "reason": "Whisper runtime failure vs compiled flex_attention failure on torch >= 2.9; unrelated components." + "reason": "Whisper runtime failure and compiled flex_attention failures on torch>=2.9 are unrelated." }, { - "left": "issue:43296", + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are distinct loading/serialization bugs." + }, + { + "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "PaddleOCR-VL/vLLM load failure vs tokenizer loading failure for a different model family; not the same bug." + "reason": "PaddleOCR-VL load failure in vLLM and tokenizer loading regression for est-roberta are unrelated." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "Model load failure for PaddleOCR-VL vs strict config preventing granite_speech loading; different root causes." + "reason": "PaddleOCR-VL loading in vLLM is unrelated to strict config loading for granite_speech." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device-map cuda assert vs Llava Next segfault on load; both multimodal loading problems, but not the same underlying failure." + "reason": "Qwen3 auto device-map cudaErrorAssert and Llava Next segmentation fault are different model-loading crashes." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for local trust_remote_code models vs read-only permissions propagation in save_pretrained; filesystem issues, but distinct." + "reason": "One is a trust_remote_code cache-path collision, the other is read-only permission propagation during save_pretrained; different filesystem bugs." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs model loading failure for glm-4v-9b; unrelated." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b model loading failure are unrelated." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "lm_head tying bug in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different model families and symptoms." + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is not the same bug as incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device-mapping cuda assert vs flash-attention generation issue; both Qwen3.5-related but not the same bug." + "reason": "Auto device-mapping crash and flash-attention generation failure are distinct Qwen3.5 problems." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash from str.to() misuse vs Gemma4Processor missing _tokenizer; separate serve-time failures." + "reason": "Continuous-batching multimodal crash with a string-to-device error is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on a language model is unrelated to version-dependent tokenization changes." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/padding vs dtype mismatches in inference; unrelated." + "reason": "NER/padding tokenizer crashes and dtype mismatches in bfloat16 inference are different bugs." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offloading bug vs disabling mmap on Strix Halo to avoid OOM; different memory-management problems." - }, - { - "left": "issue:43577", - "right": "issue:43708", - "accept": false, - "reason": "Blip2 dtype propagation bug vs trainer max_steps miscalculation on checkpoint resume; separate training/load behaviors." + "reason": "Quantized offloading problems and the Strix Halo mmap/OOM request are not the same underlying issue." } ] }, @@ -3516,7 +3695,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:30064", "issue:33357", @@ -3527,16 +3706,20 @@ "issue:41720", "issue:42617", "issue:42915", + "issue:43295", "issue:43316", "issue:43317", "issue:43322", "issue:43388", + "issue:43421", + "issue:43450", "issue:43531", "issue:43540", "issue:43550", "issue:43572", + "issue:43577", "issue:43606", - "issue:43653", + "issue:43708", "issue:43720", "issue:43746", "issue:43782", @@ -3544,14 +3727,12 @@ "issue:44186", "issue:44292", "issue:44361", - "issue:44368", "issue:44479", "issue:44492", "issue:44509", "issue:44514", "issue:44545", "issue:44610", - "issue:44625", "issue:44671", "issue:44743", "issue:44877", @@ -3561,27 +3742,29 @@ "issue:44991", "issue:45059", "issue:45161", - "issue:45357", "issue:45406", "issue:45464", - "issue:45479" + "issue:45701" ], "soft_pairs": [ + "issue:43577|issue:43708", "issue:42617|issue:42915", "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:44479|issue:44918", "issue:44610|issue:44898", "issue:43550|issue:43720", "issue:36331|issue:42915", - "issue:44479|issue:44918", "issue:36331|issue:42617", "issue:44186|issue:44610", - "issue:44671|issue:44743", "issue:43316|issue:44913", + "issue:44671|issue:44743", "issue:42915|issue:43317", + "issue:43295|issue:45701", "issue:43550|issue:43606", "issue:41720|issue:42617", - "issue:43531|issue:43572", "issue:41720|issue:45161", + "issue:43531|issue:43572", "issue:44292|issue:44479", "issue:43388|issue:45059", "issue:44186|issue:44361", @@ -3591,248 +3774,252 @@ "issue:36010|issue:42617", "issue:45406|issue:45464", "issue:36331|issue:41720", + "issue:43421|issue:45701", "issue:33357|issue:35707", "issue:44492|issue:44509", "issue:44514|issue:44545", - "issue:41720|issue:43746", "issue:30064|issue:34634", - "issue:43606|issue:43720", - "issue:43550|issue:43653", - "issue:44625|issue:45479", - "issue:44368|issue:45357" + "issue:41720|issue:43746", + "issue:43606|issue:43720" ], - "prepared_review_unit_hash": "cedad397103b77d6772af1cd327c122aa97105e348672104bce778f4bbe15736", + "prepared_review_unit_hash": "c48353bc824f4ef298c15d072acfce77eb662ea3805b4ed48bf307b658b01525", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36916, - "estimated_input_tokens": 9229, - "estimated_eval_tokens": 18714 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37733, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 }, "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; only one pair looks like a true duplicate (`Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False`).", - "confidence": 0.9, - "canonical_issue_reason": "Issue #44514 is the best canonical issue because it is the earlier, more established report of the exact same batched `apply_chat_template` crash as #44545.", + "summary": "The cluster is mostly unrelated issues with one clear duplicate pair: the two Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False reports. All other soft pairs look like broad thematic similarity at best, not the same bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44545 is the best canonical issue: it is the same bug as issue:44514, but has more inbound references/discussion and the same concrete failure mode (batched Qwen2_5_VLProcessor.apply_chat_template with padding=False).", "canonical_pr_reason": null, - "best_issue_reason": "Issue #44514 is the strongest representative for the cluster only because it is a clear exact-duplicate candidate; the rest of the items do not form a coherent duplicate set.", + "best_issue_reason": "issue:44545 is the strongest representative of the only true duplicate in this cluster, with the clearest description of the concrete crash path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different problems: dtype propagation in Blip2 loading vs Trainer checkpoint resume step \u0917\u0923culation." + }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Different failures in different contexts: `3d_parallel.py` runtime vs Qwen3Moe FP8 config loading. Same broad area is not enough." + "reason": "Both are model/runtime failures, but one is 3D parallel script startup and the other is Qwen3MoE FP8 loading." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Both involve config/tokenizer loading behavior after v5, but they describe different models and different breakages." + "reason": "Both concern config/tokenizer loading regressions, but they involve different models and different failure paths." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching bug vs version-dependent tokenization changes; not the same underlying defect." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen multimodal workflows, but one is a video-input regression and the other is SFT/input-embeds packing." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are vision/image-related, but one is an OmDet-Turbo input-size mismatch and the other is Perceiver interpolation behavior; not the same bug." + "reason": "Both involve image size handling, but they affect different models and different components (processor output vs model interpolation handling)." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "One is a torch.compile + SDPA failure, the other is accelerate loading of packed BitNet weights; unrelated code paths." + "reason": "Unrelated failures: torch.compile+SDPA on Bamba vs accelerate loading of packed BitNet weights." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer loss signature mismatch vs Qwen3Moe FP8 failure are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:44918", - "accept": false, - "reason": "Both mention Qwen3.5 and input handling, but one is a video-input regression and the other is TRL SFT unpacking of embeddings." + "reason": "Trainer API signature change vs Qwen3MoE FP8 loading; no shared code path." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer `compute_loss` API mismatch has nothing to do with `3d_parallel.py` execution." + "reason": "Unexpected trainer keyword argument vs 3d_parallel runtime failure; unrelated." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Both are input/padding-related, but one is tokenizer batching/NER crashes and the other is processor output resolution mismatch." + "reason": "Tokenizer crash on NER/padding vs image resolution mismatch in OmDet-Turbo; different subsystems." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "CamemBERT MLM predictions and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." + "reason": "Both are config/API consistency issues, but they concern different config fields and models." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Both are config-field issues, but `Gemma3TextConfig` API discrepancy and GPTNeoX rotary_pct reload are different parameters and behaviors." + "reason": "Masked LM prediction regression vs Qwen3.5 recurrent cache-state bug; unrelated." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs dequantized model offload load failure are different issues." + "reason": "Both mention loading/quantization, but one is FP8 config failure and the other is dequantized model offload loading." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both are version regressions, but one is processor/tokenizer API breakage and the other is tokenization differences." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are loading/runtime failures with offload/SDPA themes, but they affect different models and different mechanisms." + "reason": "Different models and different device/offload failures; not the same bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and `3d_parallel.py` failure are not the same underlying bug." + "reason": "Qwen3 auto device mapping CUDA assert vs a separate 3d_parallel execution issue." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a missing `pad_token_idx` in StableLmConfig." + "reason": "Both involve model parallelism, but one is a device-map crash and the other is TP not working for GPT-OSS MoE." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Both mention model parallelism / MoE, but one is an A800 CUDA assert with auto device mapping and the other is TP not working for GPT-OSS MoE." + "reason": "Sliding-window behavior in Qwen3-MoE vs missing pad_token_idx in StableLmConfig; unrelated." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "NVFP4 runtime error and video-input regression are unrelated." + "reason": "Different model families and different failures: NVFP4 execution vs video-input regression." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering label truncation and SAM3 text/bbox weird behavior are different bugs in different subsystems." + "reason": "Metric gathering tuple-label bug vs SAM3 text/bounding-box behavior; unrelated." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Tokenizer padding/NER crash vs MLukeTokenizer task AttributeError are different tokenizer bugs." + "reason": "Two tokenizer bugs, but on different tokenizers and different crash mechanisms." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are unrelated model-loading problems." + "reason": "Qwen3MoE FP8 loading vs Llava Next segmentation fault; no shared underlying bug." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe and Qwen3VL weight_only loading error are different failure modes." + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is from_pretrained weight_only loading." }, { "left": "issue:41720", "right": "issue:43873", "accept": false, - "reason": "CUDA assert on Qwen3 auto device mapping is not the same as a general offloading/quantization behavior report." + "reason": "Both relate to offloading/quantization, but the concrete failures are different and not mergeable as one fix." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Importing `GenerationMixin` and running `3d_parallel.py` are unrelated." + "reason": "GenerationMixin import regression vs 3d_parallel script failure; unrelated." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing `_tokenizer` and Qwen3.5-0.8B streaming chat/completions failure are different processor/runtime issues." + "reason": "Different APIs and models: Gemma4Processor _tokenizer attribute crash vs Qwen3.5 streaming inference failure." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer loss API mismatch vs Qwen3 auto device-map CUDA assert are unrelated." + "reason": "Trainer loss-signature incompatibility vs Qwen3 auto device map CUDA assert; unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime post-processor update bug vs general version-dependent tokenization changes; too broad to be same bug." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error with a community CLIP model and progressive generation with inputs_embeds/past_key_values are different bugs." + "reason": "MacOS bus error in CLIP model loading vs progressive generation with inputs_embeds/past_key_values; unrelated." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategy docs and outdated pipeline task docs are both documentation issues, but not the same change." + "reason": "A typo in cache strategy docs/code vs documentation for removed pipeline tasks; not the same issue." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same exact title and same crash scenario (`apply_chat_template` on batched input with `padding=False`), so these are duplicates." - }, - { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and GraniteSpeech PEFT/local-checkpoint loading failure are unrelated." + "reason": "Exact same bug report: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation maps in Image Processor and BarkProcessor `voice_preset` are different processors and different failures." - }, - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "CPU offload device mismatch for bark-small and BitNet packed-weight unpacking during accelerate loading are different bugs." + "reason": "ImageProcessor void segmentation maps vs BarkProcessor voice_preset; unrelated." }, { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "SDPA/torch.compile failure and tokenizer special-token registration bug are unrelated." - }, - { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Qwen3.5 `num_labels` propagation and a classification zero-loss regression are related only by classification config, not the same underlying issue." + "reason": "Qwen3 auto device map CUDA assert vs GraniteSpeech PEFT/local checkpoint loading; different code paths." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "A warning about `tie_word_embeddings` in LoRA fine-tuning and incorrect visual encoder keys saved by `save_pretrained` are different config/save behaviors." + "reason": "CPU-offload device mismatch in Bark-small vs packed-weight unpacking in BitNet; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted duplicate pair, #44514/#44545, is well supported by the near-identical titles and matching crash scenario, and the other soft-edge rejections are appropriately cautious." + "feedback": "The summary is grounded in the packet: only issue:44514/issue:44545 is a clearly supported duplicate pair, and the canonical choice of issue:44545 is consistent with its slightly higher discussion/inbound reference count and the same failure mode. The other soft-edge rejections are conservative and do not overclaim mergeability or sameness based on the titles/body summaries provided." }, "evaluator_used": true, "retried": false, @@ -3851,7 +4038,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:34567", "issue:34634", @@ -3864,7 +4051,7 @@ "issue:43421", "issue:43525", "issue:43531", - "issue:43540", + "issue:43550", "issue:43596", "issue:43606", "issue:43618", @@ -3876,11 +4063,11 @@ "issue:43873", "issue:43927", "issue:43994", - "issue:44008", "issue:44062", "issue:44077", "issue:44186", "issue:44220", + "issue:44368", "issue:44451", "issue:44589", "issue:44610", @@ -3898,228 +4085,264 @@ "issue:45081", "issue:45183", "issue:45356", + "issue:45357", "issue:45381", "issue:45479" ], "soft_pairs": [ + "issue:43550|issue:43653", + "issue:44625|issue:45479", + "issue:44368|issue:45357", "issue:43421|issue:43927", "issue:43606|issue:43653", "issue:34567|issue:35707", - "issue:43421|issue:43653", "issue:42886|issue:44843", "issue:34634|issue:41720", "issue:44062|issue:44451", - "issue:44898|issue:45072", "issue:43782|issue:45381", "issue:44451|issue:44991", + "issue:43421|issue:43653", + "issue:44898|issue:45072", "issue:44077|issue:44625", "issue:44987|issue:45042", - "issue:43421|issue:44186", "issue:43994|issue:44671", - "issue:43531|issue:44589", "issue:44918|issue:44936", - "issue:39692|issue:44610", + "issue:43531|issue:44589", + "issue:43421|issue:44186", "issue:43381|issue:43844", + "issue:39692|issue:44610", "issue:45081|issue:45356", "issue:43525|issue:43531", "issue:43596|issue:44220", "issue:43618|issue:43697", - "issue:39692|issue:43873", - "issue:45183|issue:45479", "issue:43746|issue:45381", + "issue:45183|issue:45479", + "issue:39692|issue:43873", "issue:43746|issue:43873", "issue:40444|issue:43746", - "issue:44220|issue:44661", - "issue:43540|issue:44008" + "issue:44220|issue:44661" ], - "prepared_review_unit_hash": "57b2dc7a0130ca8c4c5c5324d0893943a22c8aa7c75c09efa451ad6c99267462", + "prepared_review_unit_hash": "bff0e04eb6149b4023c5ecd6f58b071e26ee5ad3bdb423aaebad7e97ff712da4", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36041, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37250, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated standalone bugs. The only strong duplicate-like match is the offline tokenizer/cache regression pair around `HF_HUB_OFFLINE` and `_patch_mistral_regex`; the rest are broad subsystem similarities at most, not the same underlying defect.", - "confidence": 0.66, - "canonical_issue_reason": "issue:44843 is the clearest root-cause report for the offline tokenizer cache failure: it identifies the exact `_patch_mistral_regex` / `model_info()` call that breaks `HF_HUB_OFFLINE` and best anchors the duplicate set with 42886.", + "summary": "Most items are distinct bugs across different models/subsystems. The only strong thematic overlap is around tokenizer/offline-regression reports, but the candidate pairs still look like separate code paths or model-specific failures, so I would not merge them as duplicates.", + "confidence": 0.59, + "canonical_issue_reason": "Issue 44843 is the most concrete, self-contained bug report in the set: it names the exact failing path (`AutoTokenizer.from_pretrained` / `_patch_mistral_regex`) and the offline-mode regression clearly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest standalone issue here: specific, reproducible, and directly tied to a concrete code path, making it the best issue to keep as the representative bug report.", + "best_issue_reason": "Best representative of the cluster because it has a precise root cause, clear repro surface, and broader triage value for tokenizer-loading regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: torch.compile+SDPA model failure vs tokenizer special-token registration/decoding." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve classification config fields, but one is Qwen3.5 text-config propagation and the other is a general zero-loss bug for num_labels=1." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated failures: tie_word_embeddings warning during LoRA fine-tuning vs incorrect visual encoder keys on save_pretrained." + }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve tokenizer-related token metadata, but one is runtime post-processor updates and the other is save/load loss of custom token IDs leading to generation errors; different bugs." + "reason": "Related theme, but different underlying problems: runtime post-processor update vs save/load loss of custom token IDs." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to BigBirdTokenizer mask-token registration and empty decode output." + "reason": "Device mismatch with CPU offload is unrelated to BigBirdTokenizer special-token decode behavior." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer state token counting and progressive generation with `inputs_embeds`/`past_key_values` are separate training vs generation issues." - }, - { - "left": "issue:43421", - "right": "issue:43653", - "accept": false, - "reason": "Both touch tokenizer special-token handling, but one is about runtime post-processor refresh and the other is a tokenizer-specific missing special-token registration; not the same bug." + "reason": "Trainer token accounting bug vs progressive generation with inputs_embeds/past_key_values are separate code paths." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "These describe the same offline tokenizer-loading failure: generic cache/offline breakage versus the specific `_patch_mistral_regex`/`model_info()` cause." + "accept": false, + "reason": "Both mention HF_HUB_OFFLINE and tokenizer loading, but 44843 is specifically the Mistral regex patch path while 42886 is broader and not clearly the same bug." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice preset and Qwen3 auto device mapping CUDA assert are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping CUDA assert are unrelated." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "`AddedToken(..., special=...)` argument collision is a different tokenizer construction bug than failing to load a specific model checkpoint/tokenizer." - }, - { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Perceiver image-size interpolation failure and bfloat16 dtype mismatch in other models are unrelated issues." + "reason": "AddedToken constructor error is not the same as a generic ScandiBERT loading failure." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen-VL family reports, but one is a `from_pretrained` weight loading failure and the other is a video position-id bug; different code paths." + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL video vision_position_ids mismatch are different issues." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading regressions for different models, but the titles point to distinct failures and no shared concrete bug is evident." + "reason": "Different tokenizer-loading failures for different models; no shared concrete code path is evident." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern token/special-token behavior, but one is post-processor refresh and the other is mask-token registration/decoding." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default resolution failure is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatch." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer `post_init` policy and Qwen3.5 `num_labels` propagation are unrelated configuration issues." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading physical-intelligence/fast under newer transformers is unrelated to PIL backend processors requiring torchvision." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 pipeline nonsense and CamemBERT MLM predictions are different model-specific regressions." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "SFT input-embedding unpacking and `trainer.evaluate()` after `trainer.train()` are different trainer failures." + "reason": "TRL SFT unpacking issue is not the same as evaluate-after-train trainer lifecycle failure." }, { - "left": "issue:39692", - "right": "issue:45042", + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "SigLIP2 doc example problems and PIL backend processor `torchvision` dependency regressions are separate issues." + "reason": "Runtime special-token post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer bugs." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient blow-up are not the same bug." + "reason": "Gradient checkpointing eval-mode restriction is not the same as ZeRO-3 gradient growth." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are doc/processor-model mismatch flavored, but they concern different models and failure modes." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention `fix_mistral_regex`, but one is a crash in `_patch_mistral_regex` and the other is a Kimi-K2.5 codec/ warning regression; too different to merge as one bug." + "reason": "Mistral regex AttributeError and Kimi-K2.5 codec handling regression are distinct tokenizer bugs." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4 `pad_token_id` missing and Qwen3-MoE `sliding_window` behavior are unrelated model config issues." + "reason": "Llama4Config pad_token_id attribute error and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel indexing failure and `_torch_extract_fbank_features()` are unrelated." + "reason": "DeepSpeed zero3/BertModel index error is unrelated to `_torch_extract_fbank_features()`." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions output regression and RTDetrV2 differing outputs in v5 are separate model behavior changes." + "reason": "CLIPOutput attentions assignment and RTDetrV2 differing outputs are different model regressions." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43746", + "right": "issue:45381", "accept": false, - "reason": "SigLIP2 example failures and quantization/offloading behavior are not the same underlying defect." + "reason": "PEFT/local checkpoint loading for GraniteSpeech is unrelated to Qwen2.5-VL video position IDs." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation XOR error messaging and single-label classification zero-loss behavior are different bugs across different model classes." + "reason": "Input validation error messaging is not the same as the single-label zero-loss bug." }, { - "left": "issue:43746", - "right": "issue:45381", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Local PEFT checkpoint loading and Qwen2.5-VL video position IDs are unrelated." + "reason": "SigLIP2 example issues and quantization offloading behavior are different failures." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Adapter loading from checkpoints and offloading with quantization are different failure modes." + "reason": "Local checkpoint loading with adapters and quantization/offloading issues are separate." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure and GraniteSpeech PEFT local checkpoint loading are unrelated." + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction and `add-new-model-like` failing in tokenizer mapping are different subsystems and bugs." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Qwen3OmniMoe video-input validation and Gemma3n variable-name collision with `audio_mel_mask` are distinct multimodal-forward bugs." + "reason": "Audio feature extraction issue and add-new-model-like failure in TOKENIZER_MAPPING_NAMES are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only strong duplicate-like link is the offline tokenizer/cache regression around issues 42886 and 44843; the rest are reasonably treated as separate bugs based on their titles and described failure modes." - }, - "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 }, @@ -4134,7 +4357,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:30064", "issue:36010", @@ -4186,9 +4409,10 @@ "issue:45685" ], "soft_pairs": [ - "issue:43720|issue:43819", + "issue:43540|issue:44008", "issue:43335|issue:43756", "issue:43716|issue:44008", + "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:30064|issue:36010", "issue:44062|issue:44488", @@ -4204,8 +4428,8 @@ "issue:43540|issue:45381", "issue:44448|issue:44671", "issue:43644|issue:43749", - "issue:43825|issue:43994", "issue:43782|issue:44977", + "issue:43825|issue:43994", "issue:43653|issue:43819", "issue:44561|issue:45020", "issue:43577|issue:43582", @@ -4216,208 +4440,214 @@ "issue:41720|issue:44991", "issue:44485|issue:44509" ], - "prepared_review_unit_hash": "38b9d524bf26b08eaecdc95a31d150e72244f9fa8c7ab8fc24f1c7faa0179f60", + "prepared_review_unit_hash": "709b3f65a91c62cd7f378cc62aec5b45734ceeb505d802c6e5c0e104625a44f3", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36524, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "soft_pair_count": 30, + "serialized_chars": 36824, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair is close enough to merge as a true duplicate; most are only loosely related by subsystem, model family, or a broad v5 regression theme. The best umbrella issue is the broad remote_code regression report, while there is no PR to nominate.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45020 is the strongest umbrella candidate: it explicitly summarizes the broader 'remote_code' regression family and can subsume several narrower loading/configuration reports better than the model-specific issues.", + "summary": "This cluster is mostly heterogeneous: the soft pairs span unrelated model-, tokenizer-, config-, and runtime-specific bugs. I would not merge any of the suggested soft edges; the closest thematic overlap is the recent-version remote_code regression group, but even that looks broader than a single duplicate bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella here (recent transformers versions breaking remote_code models) and is the most plausible representative of the shared v5/remote_code regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most useful global anchor because it is broad, open, and likely to capture the shared regression class behind multiple remote_code-related complaints without overfitting to one model.", + "best_issue_reason": "Issue 45020 best captures the widest recurring theme in the set; the rest are narrower, model-specific failures or documentation issues rather than one duplicate bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Different models and different failure modes; one is accelerate weight unpacking, the other is a DAC STE/forward mismatch." + "reason": "Different models and failure modes: Qwen3OmniMoe video processing ValueError vs Gemma3n audio_mel_mask AttributeError." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Unrelated model families and bugs; sparse-layer creation is not the same issue as RoPE layer dropping." + "reason": "Unrelated model internals: sparse-layer config bug in SwitchTransformers vs RoPE-layer count issue in Smollm3." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different architectures and code paths; image preprocessor dtype mismatch is unrelated to a Gemma 3n forward variable collision." + "reason": "Different multimodal paths: image-preprocessor dtype mismatch vs audio tensor field collision." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading/unpacking bug vs DAC from_latents forward mismatch; different code paths and symptoms." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration and packed-weight loading are unrelated failure modes." + "reason": "Tokenizer special-token registration bug vs BitNet accelerate loading issue; not the same underlying defect." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely different subsystems: image processor segmentation handling vs an import error for GenerationMixin." + "reason": "ImageProcessor segmentation-map failure and GenerationMixin import error are unrelated." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Both concern tokenizers, but one is an AddedToken constructor conflict and the other is a tokenizer load failure for a specific model." + "reason": "AddedToken kwarg duplication vs tokenizer load failure for sleng-bert; different tokenizer bugs." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but the bugs differ: offline model_info access vs backend_tokenizer attribute access." + "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; separate failures." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Post-processor update logic and Whisper batch_decode skip_special_tokens are different code paths and symptoms." + "reason": "Runtime post-processor update behavior vs Whisper batch_decode skip_special_tokens handling; different APIs and fixes." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "A Llava Next segfault and an MPS histogram dtype error are unrelated issues." + "reason": "Llava Next segfault and MPS histogram Int limitation are unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different tokenization/layout bug versus image classification interpolation bug; only broad vision-input context overlaps." + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs Perceiver image-size failure; different components." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing are unrelated failures." + "reason": "BLIP2 dtype propagation bug vs Video-LLaVA temporal-attention/weight-sharing issue; not the same bug." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile+SDPA instability and bfloat16 dtype mismatch are not the same concrete bug." + "reason": "torch.compile+SDPA failure in Bamba vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are distinct problems." + "reason": "Qwen3-MoE sliding_window bug and trust_remote_code config field loss are unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." + "reason": "Both are config-loading problems, but one is missing fields under trust_remote_code and the other is strict config rejection; different bugs." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different model bugs: compile/SDPA versus saved token IDs causing generation IndexError." + "reason": "Compile/SDPA runtime error vs DiaConfig custom token-ID persistence issue; unrelated." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-related, but they affect different Qwen model variants and different tensors/position-id logic." + "reason": "Different video-model bugs on different models: Qwen3OmniMoe processing error vs Qwen2.5-VL vision_position_ids mismatch." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 regressions, but the affected models and outputs are unrelated." + "reason": "Both are output regressions, but for different models and different symptoms; not one duplicate fix." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM-efficient loading are separate issues." - }, - { - "left": "issue:43825", - "right": "issue:43994", - "accept": false, - "reason": "One is an error-message/docs mismatch about removed pipeline tasks; the other is a model output quality problem." + "reason": "Non-persistent buffer initialization bug vs FSDP CPU RAM efficient loading issue; different mechanisms." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen model variants and different generation failures; not the same code-path bug." + "reason": "Qwen3VL from_pretrained weight_only load error vs Qwen3.5 flash-attention generation issue; distinct code paths." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Tokenizer special-token registration and DAC latent decoding mismatch are unrelated." + "reason": "Pipeline error-message regression vs SigLIP2 nonsensical outputs; unrelated." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Related by remote_code regressions, but 44561 is a specific removed-function breakage while 45020 is a broader umbrella report." + "reason": "Related theme, but 44561 is a specific API-removal break while 45020 is a broad umbrella for remote_code regressions; not clearly the same underlying bug." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype handling and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "BLIP2 dtype propagation bug and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One report is runtime messaging; the other is stale documentation. Same theme, different artifact and fix." + "reason": "Runtime pipeline error message and docs still referencing removed tasks are different artifacts, not one duplicate bug." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different model bugs and different code paths; compile/SDPA is not the same as DAC STE handling." + "reason": "Bamba torch.compile/SDPA issue and DAC from_latents/STE mismatch are unrelated." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + "reason": "AutoImageProcessor URL loading and template-node compile failure are different subsystems." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-loading issues, but for different tokenizers and different failure mechanisms." + "reason": "Tokenizer crash in LayoutLMv2 vs AutoTokenizer failing FastSpeech2ConformerTokenizer; different models and failure modes." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Different model families and errors: cuda assert during device mapping vs tokenizer loading failure." + "reason": "Qwen3 auto device-map cuda assert and est-roberta tokenizer load failure are unrelated." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "RoPE implementation discussion and docs referencing removed pipeline tasks are unrelated." + "reason": "GLM-5 RoPE implementation discussion vs docs still mentioning removed pipeline tasks; not the same bug or change." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and DAC latent/forward mismatch are unrelated." } ] }, @@ -4439,7 +4669,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:30064", "issue:34634", @@ -4461,7 +4691,6 @@ "issue:43653", "issue:43697", "issue:43720", - "issue:43746", "issue:43749", "issue:43782", "issue:43819", @@ -4475,7 +4704,6 @@ "issue:44610", "issue:44671", "issue:44805", - "issue:44811", "issue:44857", "issue:44912", "issue:44936", @@ -4488,20 +4716,21 @@ "issue:45406", "issue:45488", "issue:45538", - "issue:45600" + "issue:45600", + "issue:45701" ], "soft_pairs": [ + "issue:44671|issue:45701", "issue:30064|issue:36331", "issue:44805|issue:44936", "issue:43606|issue:45072", "issue:43650|issue:43906", "issue:42175|issue:45081", "issue:34634|issue:36010", - "issue:43782|issue:45325", - "issue:44610|issue:45072", "issue:44060|issue:44368", + "issue:43782|issue:45325", "issue:45081|issue:45406", - "issue:43653|issue:44671", + "issue:44610|issue:45072", "issue:43749|issue:44291", "issue:43720|issue:45072", "issue:43526|issue:43697", @@ -4509,8 +4738,8 @@ "issue:43526|issue:44554", "issue:43262|issue:43819", "issue:43329|issue:45600", - "issue:43653|issue:44912", "issue:45084|issue:45538", + "issue:43653|issue:44912", "issue:34634|issue:36331", "issue:44568|issue:45488", "issue:43452|issue:44991", @@ -4518,211 +4747,204 @@ "issue:43638|issue:44936", "issue:38175|issue:44610", "issue:43454|issue:43577", - "issue:43854|issue:44977", - "issue:43746|issue:44811" + "issue:43854|issue:44977" ], - "prepared_review_unit_hash": "153d0d9513e28b1882797b93bd8e24a7035c37940c07a55769d6587b9ad703b2", + "prepared_review_unit_hash": "1de67c9371c00e0e8925233bbbf1c9902455b1541657389e7094be6ceb2220b5", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36899, - "estimated_input_tokens": 9225, - "estimated_eval_tokens": 18706 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35962, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformer bug reports rather than a duplicate set. The soft pairs share broad subsystems at best, but not the same concrete failure mode, so none should be merged as duplicates.", - "confidence": 0.91, + "summary": "This is a loose collection of unrelated Transformers bug reports. The soft pairs mostly share broad themes like loading, tokenization, dtype, or trainer regressions, but none look like the same concrete underlying bug/change, so no soft edge should be accepted.", + "confidence": 0.88, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45072 is the most central concrete report among this set: it is a specific bfloat16 dtype-mismatch regression and appears closest to several other loose inference/loading failures, making it the best representative if one issue must anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Both involve tokenization/model-version behavior, but one is a CamemBERT masked-LM regression and the other is a generic version-related tokenization change; too broad to be the same bug." + }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Different subsystems and failures: image segmentation map processing vs a trainer method signature change." + "reason": "Image segmentation-map processing and a CustomTrainer compute_loss signature error are unrelated code paths." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Both are runtime errors, but one is a mask indexing shape bug and the other is trainer lifecycle/evaluate behavior." + "reason": "Mask/tensor shape mismatch in indexing vs trainer evaluate-after-train failure; different failure modes and subsystems." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Unrelated model-specific problems: CPU offload device mismatch vs bfloat16 dtype mismatch." + "reason": "Both mention inference/offload issues, but Bark CPU offload device mismatch and SwitchTransformers/TimmWrapper bfloat16 dtype mismatches are different concrete bugs." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No substantive overlap; one is a nonsensical issue title, the other is a reproduction of a different upstream bug." + "reason": "Generic contentless issue title versus an isolated reproduction of a specific upstream bug; no shared underlying defect is evident." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend packaging issue vs tokenizer regex patch crash; different code paths and symptoms." + "reason": "Packaging/backend dependency issue and a Mistral tokenizer regex crash are different problems." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Bark voice preset handling and a GenerationMixin import error are unrelated." - }, - { - "left": "issue:43782", - "right": "issue:45325", - "accept": false, - "reason": "Both mention Qwen VL models, but the bugs differ: weight_only loading vs rope index scaling." + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure do not describe the same bug." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Processor input-size mismatch is unrelated to dtype mismatch in inference." + "reason": "Both concern Qwen3/Qwen3.5 weight-tie warnings, but one is an incorrect tied-weights mapping and the other is a user-facing warning in fine-tuning; not the same concrete failure." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Similar wording about tied weights, but they describe different warnings and different model/config situations." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling bug are unrelated model-path problems." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different failures in different processors: missing backend_tokenizer attribute vs missing _tokenizer field." + "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer are separate tokenizer implementation issues." }, { - "left": "issue:43653", - "right": "issue:44671", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer special-token registration bug vs masked LM prediction regression; not the same defect." + "reason": "OmDet-Turbo input-size mismatch and bfloat16 dtype mismatches affect different model paths and symptom types." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both involve model loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling." + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights/_is_hf_initialized argument handling are related only at a very high level; not the same bug." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate load is unrelated to a dtype mismatch." + "reason": "BitNet packed-weight unpacking during accelerate loading is a different failure than generic bfloat16 inference dtype mismatches." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 output drift are different issues." + "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 output divergence are distinct model/processor behaviors." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are distinct platform-specific bugs." + "reason": "Apple Silicon TypeError in caching_allocator_warmup and CUDA float16 AMP loss crash are different runtime environments and code paths." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image processor label reduction bug does not match the MPS attention correctness issue." + "reason": "A processor label-reduction bug and an MPS attention correctness issue are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated." + "reason": "Audio sampling-rate defaulting in apply_chat_template and DAC from_latents vs forward mismatch are unrelated multimodal bugs." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting bug vs auto_mappings referencing removed configs; different areas entirely." + "reason": "Undefined video-token helper names in multimodal token counting and stale auto_mappings references to removed configs are separate maintenance bugs." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Tokenizer special-token registration bug is not the same as MXFP4 quantization fallback behavior." + "reason": "A template compilation TypeError and a CLIPTokenizer max-length constant issue are not the same problem." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Template compilation error and CLIPTokenizer max_length bug are different tokenizer/template problems." + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are different tokenizer vs quantization issues." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor preset handling and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer-related, but one is special-token insertion and the other is pre-tokenizer override behavior." + "reason": "mdeberta-v3-base add_special_tokens regression and LlamaTokenizer pre-tokenizer override are both tokenizer regressions, but they affect different tokenizer classes and mechanisms." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "General from_pretrained gguf_file breakage vs a specific tokenizer load failure for EMBEDDIA/est-roberta." + "reason": "Both are tokenizer-loading regressions, but one is specifically about gguf_file support and the other about a model-specific load failure; insufficient evidence they are the same bug." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "MOE weight conversion during accelerate/deepspeed loading is unrelated to multimodal token counting." + "reason": "Qwen3 MOE weight conversion during accelerate+deepspeed loading and multimodal token counting video-branch errors are unrelated." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3 non-pretrained Bert index error and trainer.evaluate after train are different training pipeline failures." + "reason": "Zero3/non-pretrained Bert indexing failure and trainer evaluate-after-train failure are different training bugs." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different model families and mechanisms: zero probabilities vs wrong processor image size." + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo input-size mismatch are different model-specific inference issues." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight tying in AyaVision and dtype propagation in Blip2 are separate loading/model-init bugs." + "reason": "AyaVision lm_head tying failure and BLIP2 dtype propagation bug are distinct model-configuration problems." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Both are model-generation regressions, but they involve different models and distinct failure modes." - }, - { - "left": "issue:43746", - "right": "issue:44811", - "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode skip_special_tokens behavior." + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation bug are different model-path regressions." } ] }, @@ -4744,7 +4966,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:33357", "issue:34567", @@ -4753,7 +4975,6 @@ "issue:39692", "issue:40990", "issue:41720", - "issue:42175", "issue:42915", "issue:43257", "issue:43262", @@ -4771,10 +4992,10 @@ "issue:43697", "issue:43720", "issue:43742", + "issue:43746", "issue:43749", "issue:43756", "issue:43819", - "issue:43824", "issue:43927", "issue:43931", "issue:44291", @@ -4785,276 +5006,270 @@ "issue:44610", "issue:44756", "issue:44811", + "issue:44849", "issue:44912", - "issue:44938", "issue:44987", "issue:45042", "issue:45072", "issue:45356", "issue:45357", "issue:45381", - "issue:45538" + "issue:45538", + "issue:45701" ], "soft_pairs": [ - "issue:44589|issue:45042", + "issue:43746|issue:44811", "issue:43257|issue:43696", + "issue:44589|issue:45042", "issue:39692|issue:44912", "issue:36010|issue:43645", - "issue:44568|issue:45356", "issue:43819|issue:43927", + "issue:44568|issue:45356", "issue:43720|issue:44610", - "issue:43550|issue:44912", "issue:43749|issue:44756", - "issue:43262|issue:44811", + "issue:43550|issue:44912", "issue:43329|issue:44479", + "issue:43262|issue:44811", "issue:43531|issue:45042", "issue:36010|issue:36331", - "issue:34567|issue:40990", "issue:43257|issue:43931", - "issue:43329|issue:43450", + "issue:34567|issue:40990", "issue:43257|issue:43756", + "issue:43329|issue:43450", + "issue:44849|issue:45701", "issue:43697|issue:45357", "issue:44987|issue:45538", "issue:44479|issue:45381", "issue:43577|issue:45072", + "issue:41720|issue:43540", "issue:43452|issue:43582", "issue:33357|issue:34567", - "issue:41720|issue:43540", "issue:43927|issue:44912", - "issue:42915|issue:43742", - "issue:44291|issue:45042", "issue:43540|issue:44560", + "issue:42915|issue:43742", "issue:43317|issue:45538", - "issue:42175|issue:43824", - "issue:42915|issue:45538", - "issue:42175|issue:44938" + "issue:44291|issue:45042" ], - "prepared_review_unit_hash": "8c6a7f211da58231de8a97d2e4b3642086fd1016199639d125b980d6d9e83f1c", + "prepared_review_unit_hash": "50130eef93c4b5c3abefe19aecad963e153d4addf98c61a4bf19bc27988c850b", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37405, - "estimated_input_tokens": 9352, - "estimated_eval_tokens": 18960 + "soft_pair_count": 31, + "serialized_chars": 37101, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Almost all soft pairs are false positives across unrelated bugs. Only issue:44479 and issue:45381 look like the same Qwen video-input regression; the rest should stay separate.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44479 is the best canonical issue because it is the broadest report of the shared Qwen VL 5.3.0 video-input regression, and issue:45381 reads like a specific manifestation of that same problem.", + "summary": "Most items are clearly about unrelated bugs in different models, loaders, tokenizers, or processors. Only one soft edge looks like the same underlying regression family; the rest are too broad or too model-specific to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the strongest canonical issue here because it captures a broad, version-specific video regression across multiple Qwen model families and subsumes the narrower Qwen2.5-VL report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest representative of the only plausible duplicate family; it covers the shared video regression more broadly than the more specific symptom report.", + "best_issue_reason": "issue:44479 is the best representative anchor: it describes a concrete regression, names the affected model families, and is the broader of the closely related video-input reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Different bugs: Float8 storage import/type error vs PIL backend requiring torchvision." + "reason": "Different bugs: GraniteSpeech PEFT/local checkpoint loading vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Different failure modes: Qwen3 MoE weight conversion/loading vs GPT-oss OOM on load." + "reason": "Different failure modes: Qwen3 MoE weight conversion/loading vs GPT-oss OOM." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated: float8 storage lookup error vs PIL image processor torchvision dependency regression." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Doc example/model mismatch and quantization failure vs MXFP4 load fallback on gpt-oss-20b." + "reason": "Docs/example issues for SigLIP2 vs a quantization/loading fallback bug for gpt-oss-20b." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import error vs Jupyter custom-model initialization regression; not the same code-path." - }, - { - "left": "issue:44568", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer issues, but one is add_special_tokens/BOS-EOS behavior and the other is codec/warning regression in Kimi-K2.5." + "reason": "ImportError for GenerationMixin is unrelated to the Jupyter custom-model initialization regression." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig save/load custom token ID loss." + "reason": "Different model behaviors: DAC latent reconstruction mismatch vs DiaConfig token-id persistence loss." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "Both are tokenizer-related, but they describe different regressions in different tokenizers and code paths." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Bamba torch.compile/SDPA bug is unrelated to gpt-oss-20b MXFP4 quantization loading." + "reason": "Packed-weight loading for BitNet is unrelated to OmDet-Turbo processor image-size mismatch." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both involve loading/memory, but one is FSDP CPU RAM-efficient loading and the other is mmap on Strix Halo OOM." + "reason": "FSDP RAM-efficient loading and Strix Halo mmap OOM are both loading/memory topics, but not the same bug." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Audio processor issues, but different paths: chat template sampling rate vs Whisper batch_decode skip_special_tokens." + "reason": "Different problems: torch.compile/SDPA failure vs MXFP4 quantization fallback." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both touch video processing, but 43329 is an undefined-helper bug in token counting while 44479 is a broader video-input regression." + "reason": "Both involve video paths, but one is an undefined-helper bug in token counting and the other is a broader video-input regression." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper decode special-token handling." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to PIL backend torchvision requirements." + "reason": "Sliding-window behavior for Qwen3-MoE is unrelated to PIL backend torchvision requirements." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and custom trainer compute_loss signature are unrelated issues." + "reason": "Import path breakage for GenerationMixin is unrelated to compute_loss signature incompatibility." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading and Qwen3-VL weight-shape mismatch are different model-loading failures." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to high perplexity on gpt-oss-20b." + "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated training issues." }, { "left": "issue:43257", - "right": "issue:43931", + "right": "issue:43756", "accept": false, - "reason": "Different Qwen models and failures: MoE weight conversion vs Qwen3-VL weight-shape mismatch." + "reason": "Different models and symptoms: Qwen3 MoE loading vs Smollm3 RoPE-layer drop regression." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined video token-count helpers vs batched video processor shape error are different bugs." + "reason": "Different video bugs: undefined helper usage in multimodal token counting vs batched video processor shape output." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Qwen3 MoE loading/conversion issue is unrelated to Smollm3 RoPE-layer dropping." + "reason": "Qwen3.5 hidden-state behavior is unrelated to a version-dependent tokenization change." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift in v5 is unrelated to Qwen3.5 save_pretrained visual-key regression." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key mapping are separate regressions." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading physical-intelligence/fast in >=5.1.0 and CLIPTokenizer max-length handling are unrelated." + "reason": "Physical-intelligence/fast loading failure is unrelated to CLIP tokenizer max-length handling." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Same underlying Qwen VL video-input regression; 45381 is a specific vision_position_ids symptom of the broader 44479 report." + "reason": "Same underlying video regression family: both are transformers==5.3.0 video-input bugs in the Qwen2.5-VL/Qwen3-VL path, with 45381 describing the narrower vision_position_ids symptom." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Blip2 dtype preservation and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are distinct issues." + "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are distinct dtype bugs." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-related runtime errors, but one is auto-device-map CUDA assert and the other is a video-input ValueError in a different model." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading bug and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "gguf_file tokenizer/model loading and AppleSilicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error with CLIP model loading is unrelated to TrainerState num_input_tokens_seen updates." - }, - { - "left": "issue:41720", - "right": "issue:43540", - "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert and Qwen3OmniMoe video ValueError are different failures." + "reason": "MacOS CLIP bus error and TrainerState token counting are unrelated." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token-ID corruption is unrelated to gpt-oss-20b perplexity." - }, - { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM-125M key error are unrelated model-loading bugs." - }, - { - "left": "issue:44291", - "right": "issue:45042", - "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument issue is unrelated to PIL backend torchvision dependency." + "reason": "DiaConfig token ID persistence and gpt-oss quantization fallback are unrelated failures." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Different Qwen video bugs: Qwen3OmniMoe processing ValueError vs Qwen3-vl embedding StopIteration." - }, - { - "left": "issue:43317", - "right": "issue:45538", - "accept": false, - "reason": "device_map=auto offload/dequantization failure is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Both are video errors, but they hit different models and have different symptoms (ValueError vs StopIteration)." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "TensorFlow packaging/backends issue is unrelated to Qwen2_5_VL import failure." + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM key error are different loading bugs." }, { - "left": "issue:42915", + "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max-length are unrelated." + "reason": "Dequantized model offload loading and CLIPTokenizer max-length are unrelated." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "TensorFlow optional dependency packaging and Python 3.14 load failure are different issues." + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to PIL backend torchvision requirements." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: the only accepted duplicate pair (44479/45381) is well supported by their closely matching Qwen video-regression titles, and the rest of the soft pairs are reasonably separated by distinct failure modes in the issue titles. No evidence is overstated." + "feedback": "Grounded overall: the anchor choice is supported by the titles, and the lone accepted soft edge (44479 \u2194 45381) is a conservative merge of closely related video-regression reports in the same Qwen/5.3.0 path. The rejected pairs are framed cautiously as distinct model or code-path bugs, which fits the packet." }, "evaluator_used": true, "retried": false, @@ -5073,7 +5288,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:28282", "issue:29127", @@ -5091,11 +5306,11 @@ "issue:43582", "issue:43643", "issue:43688", - "issue:43697", "issue:43742", "issue:43749", "issue:43756", "issue:43782", + "issue:43824", "issue:43906", "issue:43994", "issue:44062", @@ -5110,39 +5325,42 @@ "issue:44792", "issue:44821", "issue:44898", + "issue:44938", "issue:44964", "issue:44991", - "issue:45042", "issue:45081", "issue:45137", - "issue:45216", "issue:45325", "issue:45375", "issue:45381", "issue:45405", "issue:45479", + "issue:45538", "issue:45588", "issue:45600" ], "soft_pairs": [ - "issue:44062|issue:44991", + "issue:42175|issue:43824", + "issue:42175|issue:44938", + "issue:42915|issue:45538", "issue:42915|issue:44821", + "issue:44062|issue:44991", "issue:43540|issue:44479", "issue:43526|issue:45479", - "issue:45137|issue:45405", "issue:42175|issue:44488", + "issue:45137|issue:45405", "issue:43906|issue:45381", "issue:38175|issue:44898", "issue:44737|issue:45588", - "issue:28282|issue:34689", "issue:43749|issue:44164", + "issue:28282|issue:34689", "issue:43756|issue:45325", "issue:36010|issue:42175", "issue:28282|issue:29127", "issue:43493|issue:43994", - "issue:43742|issue:44291", - "issue:43643|issue:45375", "issue:43582|issue:43782", + "issue:43643|issue:45375", + "issue:43742|issue:44291", "issue:44062|issue:45081", "issue:34567|issue:36331", "issue:43452|issue:44488", @@ -5151,216 +5369,223 @@ "issue:44792|issue:44964", "issue:43643|issue:44561", "issue:45405|issue:45600", - "issue:43688|issue:43749", - "issue:45042|issue:45081", - "issue:43697|issue:45216" + "issue:43688|issue:43749" ], - "prepared_review_unit_hash": "d32ff7836de0d55fffdbdf55c1b1edaada1e9a692da9316ff962144da09770ee", + "prepared_review_unit_hash": "bea8d40233b09927f9399bcd2c2f8a3a0549eb652ba0522462a66f8213c7e545", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36613, - "estimated_input_tokens": 9154, - "estimated_eval_tokens": 18564 + "soft_pair_count": 30, + "serialized_chars": 36831, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated issues. The only plausible duplicate-like pair is the SigLIP2 implementation mismatch vs. nonsensical-output report; the rest differ by model, subsystem, or failure mode.", - "confidence": 0.64, - "canonical_issue_reason": "issue:43493 is the most root-cause-oriented SigLIP2 report; it describes the HF vs. JAX implementation mismatch that likely underlies the bad-output symptom in issue:43994.", + "summary": "No soft-edge pair looks like a true duplicate: the titles share generic terms like import/load/error, but the underlying bugs span unrelated models, trainers, tokenizers, config handling, and runtime backends. No PRs are present in the cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; it is heterogeneous rather than one duplicate bug thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the best representative issue because it is specific, technical, and points at the likely underlying defect rather than only downstream symptoms.", + "best_issue_reason": "No clear best issue representative either; the closest items are still about different code paths and should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Both are import/backend failures, but one is TensorFlow packaging/backend presence and the other is a missing Qwen2.5-VL symbol; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging issue vs Python 3.14 load failure; no shared code-path bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Different failure modes: AddedToken keyword handling vs tokenizer loading for a specific model." + "reason": "Qwen3Moe FineGrainedFP8Config failure and CLIPTokenizer model_max_length behavior are unrelated." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Unrelated subsystems: FP8 config loading vs AutoImageProcessor URL loading." + "reason": "FP8 config bug for Qwen3Moe vs AutoImageProcessor URL loading; different subsystems." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword collision and tokenizer loading regression for est-roberta are distinct failures." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both concern video inputs, but they target different Qwen model paths and concrete bugs." + "reason": "Both involve video inputs, but the affected models and failure modes differ (Qwen3OmniMoe TypeError vs Qwen VL position-id regression)." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Processor label-reduction bug is unrelated to the sequence-classification zero-loss issue." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and PEFT version pinning are unrelated." + "reason": "Backend install/dependency issue vs a specific model loading failure; not the same bug." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Backend packaging complaint vs a model-loading regression for an unrelated checkpoint." + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "Insufficient evidence that the isolated reproduction of issue 38071 is the same bug as the Qwen2.5-VL position-id regression." + "reason": "Isolated reproduction of one earlier issue vs a Qwen2.5-VL video position_ids regression; not the same defect." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and different symptoms: SigLIP2 zero probabilities vs Perceiver image-resolution failure." + "reason": "SigLIP2 zero-probabilities behavior and Perceiver non-default-resolution failure are different model bugs." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "CPU device placement bug in XLNet is unrelated to the flash-attention s_aux=None crash." + "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are unrelated code paths." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43749", + "right": "issue:44164", "accept": false, - "reason": "PyTorch-missing import error is not the same as the Llama 3.2 Vision model-loading regression." + "reason": "FSDP CPU RAM efficient loading and save/from_pretrained extra_state handling are distinct loading/saving issues." }, { - "left": "issue:43749", - "right": "issue:44164", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "FSDP CPU RAM efficient loading and save/from_pretrained extra_state handling are different code paths." + "reason": "Missing PyTorch import error for AutoModel and Llama 3.2 vision loading regression are different problems." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "RoPE-layer counting issue and Qwen2.5-VL temporal position scaling are unrelated." + "reason": "Smollm3 RoPE layer mismatch and Qwen2.5-VL still-image temporal scaling are unrelated." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." + "reason": "GenerationMixin import failure vs TensorFlow backend missing from a torch install extra; no common bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Generic PyTorch import error and LayoutLMv3 box-content error are unrelated." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Both are SigLIP2 output-correctness reports; one describes the HF/JAX implementation mismatch, the other the same bad behavior as nonsensical outputs." + "accept": false, + "reason": "Both concern SigLIP2, but one is JAX/HF parity and the other is bad outputs through AutoModel/pipeline; insufficient evidence of the same underlying bug." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "MobileLLM key error and init_empty_weights unexpected-argument error are different loading failures." + "reason": "Apple Silicon TypeError in caching_allocator_warmup and Qwen3VL weight_only=True loading error are unrelated." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing config fields, but they affect different APIs and appear to be separate field-propagation bugs." + "reason": "Both involve config fields and trust_remote_code-style loading, but they target different models and different missing-field causes." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "AppleSilicon caching allocator TypeError and Qwen3VL weight_only loading error are unrelated." + "reason": "MobileLLM-125M key error and init_empty_weights unexpected argument are different loading failures." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken argument conflict is unrelated to the Mistral regex patch crash." + "reason": "AddedToken special-argument collision and Mistral regex patch backend_tokenizer AttributeError are unrelated." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer compute_loss signature mismatch are different trainer issues." + "reason": "TrainerState token counter not updating and CustomTrainer.compute_loss signature mismatch are different trainer API issues." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file handling and a specific checkpoint-loading failure are not the same bug." + "reason": "GGUF file loading breakage and cjvt/sleng-bert model loading failure are unrelated." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Default max_shard_size documentation/behavior question is unrelated to AutoProcessor kwargs forwarding." + "reason": "save_pretrained shard-size question and AutoProcessor kwargs propagation bug do not describe the same change or bug." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from a URL." + "reason": "init_empty_weights loading error and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal models and different failures; no shared concrete code-path bug is evident." + "reason": "Janus test failure and Phi-4 multimodal load failure are different issues." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code, but one is missing fields and the other is a removed helper breaking model code; not the same defect." + "reason": "Both touch trust_remote_code, but one is missing returned config fields and the other is removal of is_torch_fx_available; different root causes." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version pinning and stale auto_mappings references are unrelated." + "reason": "PEFT version pinning and stale auto_mappings references to removed configs are unrelated." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP loading are different bugs in different areas." - }, - { - "left": "issue:45042", - "right": "issue:45081", - "accept": false, - "reason": "PIL/torchvision backend dependency issue is unrelated to the Mistral tokenizer regex crash." - }, - { - "left": "issue:43697", - "right": "issue:45216", - "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint corruption are different regressions." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different parts of the stack." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted pair, issue:43493 vs issue:43994, is a plausible same-bug duplicate based on the shared SigLIP2/HF-vs-JAX bad-output theme. The other soft-edge rejections are appropriately cautious and do not overclaim 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 }, @@ -5375,14 +5600,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:24643", "issue:28282", "issue:29127", "issue:32090", - "issue:33357", - "issue:35141", "issue:38175", "issue:41720", "issue:41762", @@ -5417,247 +5640,250 @@ "issue:44877", "issue:44898", "issue:44936", - "issue:44977", "issue:44991", "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", "issue:45290", "issue:45356", "issue:45381", - "issue:45440" + "issue:45440", + "issue:45701" ], "soft_pairs": [ - "issue:43742|issue:44589", + "issue:43697|issue:45216", + "issue:45042|issue:45081", "issue:44514|issue:45381", + "issue:43742|issue:44589", "issue:43531|issue:44821", "issue:44514|issue:45290", - "issue:44625|issue:44877", "issue:43452|issue:43577", + "issue:44625|issue:44877", "issue:43452|issue:44843", "issue:43688|issue:45440", "issue:43720|issue:44898", + "issue:41762|issue:44936", "issue:43653|issue:44568", "issue:43295|issue:45356", - "issue:41762|issue:44936", - "issue:44466|issue:45005", - "issue:43819|issue:44811", "issue:43525|issue:43643", - "issue:24643|issue:29127", + "issue:43819|issue:44811", + "issue:44466|issue:45005", + "issue:24643|issue:29127", "issue:44464|issue:44743", - "issue:38175|issue:43295", "issue:41720|issue:43906", + "issue:38175|issue:43295", "issue:43577|issue:43697", "issue:44843|issue:44991", - "issue:44361|issue:44442", "issue:43646|issue:43749", - "issue:28282|issue:32090", + "issue:43688|issue:45701", + "issue:44361|issue:44442", "issue:43653|issue:44361", - "issue:28282|issue:33357", - "issue:28282|issue:35141", - "issue:44479|issue:44936", - "issue:44977|issue:45356" + "issue:28282|issue:32090", + "issue:44479|issue:44936" ], - "prepared_review_unit_hash": "f32d7b72c53a8ff6227c09624a3b10945b7bf5d9ce8afc997f0290effc452c6b", + "prepared_review_unit_hash": "3574c585373c677bfda8be1b94aa152f611f8441caa32b3f31030dd426a22458", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36056, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "serialized_chars": 36701, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports; none of the soft pairs look like true duplicates. The broadest and most reusable issue here is the generic v5 custom-model initialization regression.", + "summary": "This set is mostly a grab bag of unrelated regression reports. There are a few loose theme overlaps (tokenizer/loading, chat templates, tied weights), but none of the soft-edge pairs look like the same concrete bug/change, so all are rejected.", "confidence": 0.88, - "canonical_issue_reason": "issue:43646 is the most general, umbrella-style regression report in the set; it best serves as a representative issue even though the cluster itself is heterogeneous.", + "canonical_issue_reason": "issue:44466 is the most concrete, reproducible report in the set, centered on a specific tied-weights serialization regression with a clear symptom and version boundary.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest global issue target because it is broad, regression-oriented, and less model-specific than the others.", + "best_issue_reason": "issue:45005 is the broadest tied-weights regression report and the best umbrella target among the listed issues, even though the overall cluster is mixed.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and failure modes: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Different failures: MobileLLM loading key error vs float8 storage/type lookup error." + "reason": "Unrelated code paths: PIL image processors requiring torchvision vs _patch_mistral_regex tokenizer crash." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL related, but one is batched chat-template padding crash and the other is video vision_position_ids regression." + "reason": "Both touch Qwen2.5-VL/video paths, but one is a batched apply_chat_template crash and the other is wrong vision_position_ids." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A key error while loading MobileLLM is not the same bug as the Float8 storage lookup failure." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Unrelated subsystems: Qwen3-MoE sliding-window behavior vs AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are different subsystems and symptoms." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Same general API area, but distinct triggers and code paths: batched padding crash vs tool-call/no-content assistant message crash." + "reason": "Same API surface, but different triggers: batched padding=False crash vs assistant messages with tool calls and empty content." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Config propagation bug vs strict config loading failure; not the same underlying issue." + "reason": "gguf_file tokenizer/model loading breakage is unrelated to BLIP2 dtype propagation staying float32." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Tokenizer/model loading via gguf_file is different from BLIP2 dtype preservation during load." + "reason": "num_labels propagation in Qwen3.5 is not the same as strict config rejection for granite_speech." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file loading bug is unrelated to the offline model_info/_patch_mistral_regex regression." + "reason": "gguf_file loading failure and offline mistral regex hub access are different code paths." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both involve MoE models, but the reported problems are different: auxiliary-loss normalization vs native/remote implementation divergence." + "reason": "Aux-loss normalization is a training-loss bug; DeepseekV3MoE divergence is a model-implementation mismatch." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to Perceiver interpolation/resolution handling." + "reason": "BitNet packed-weight loading and Perceiver non-default-resolution failure are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading crash and trainer.train()/evaluate() lifecycle failure are different problems." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer bugs with different symptoms and models; not the same defect." + "reason": "BigBird special-token registration bug and mdeberta add_special_tokens regression affect different tokenizers and behavior." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor/tokenizer API regression is not the same as Kimi-K2.5 codec handling and warning behavior." - }, - { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "DeepSpeed ZeRO-3 load failure is unrelated to trainer.evaluate() failing after training." + "reason": "Processor/tokenizer regression in v4.57.5 is not the same as the Kimi-K2.5 codec handling and warning regression." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a translation-model-specific tied-weights issue; too broad to merge." + "reason": "Missing pad_token_id on Llama4Config and missing fields from trust_remote_code AutoConfig are different config-loading issues." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent/STE mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens handling are unrelated behaviors." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Missing pad_token_id on a specific config is not the same as missing fields from trust_remote_code AutoConfig return values." + "reason": "Both mention tied weights, but 44466 is a specific device-dependent serialization bug while 45005 is a broad translation-model report; not enough evidence of one concrete duplicate." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training weight-dimension runtime error is unrelated to LayoutLMv3 box-information error messaging." + "reason": "DeepSpeed runtime weight-shape error and LayoutLMv3 error-message clarity are not the same underlying bug." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Generation inconsistency with compiled forward is a different code path from recurrent-state reset in modular_qwen3_5.py." + "reason": "Chunked generation inconsistencies with compiled forward and recurrent-state resets under cache are distinct model-execution bugs." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the processor.tokenizer regression." + "reason": "Qwen3 auto device mapping cudaErrorAssert and an isolated reproduction of another issue are not the same concrete failure." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "A800 cudaErrorAssert under auto device mapping is not the same as an isolated reproduction of another issue." + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are unrelated." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "BLIP2 dtype remains float32; RTDetrV2 output drift is a different model and bug." + "reason": "BLIP2 dtype remaining float32 is unrelated to RTDetrV2 output differences." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline-mode model_info call bug is distinct from a tokenizer-loading failure for a specific model." - }, - { - "left": "issue:44361", - "right": "issue:44442", - "accept": false, - "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are different tokenizer issues." + "reason": "Offline model_info() access in _patch_mistral_regex is not the same as failing to load a specific tokenizer model." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Generic custom model initialization regression is not the same as FSDP_CPU_RAM_EFFICIENT_LOADING breaking." + "reason": "Custom model initialization breakage in Transformers 5.0 and FSDP CPU RAM efficient loading are different regression surfaces." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "PyTorch-not-found ImportError is unrelated to NoneType being passed to _gpu_broadcast_one." + "reason": "Auxiliary-loss normalization is unrelated to a general tokenization version-change report." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "BigBird special-token registration bug is unrelated to MLukeTokenizer AttributeError." + "reason": "Both are tokenizer-related, but MLuke task AttributeError and FastSpeech2Conformer tokenizer loading failure are different bugs." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to a MacOS bus error when loading a CLIP model." + "reason": "BigBirdTokenizer special-token registration and MLuke task AttributeError do not share the same code-path problem." }, { "left": "issue:28282", - "right": "issue:35141", + "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch dependency error is unrelated to tied embedding reinitialization." + "reason": "Missing PyTorch ImportError and unsupported NoneType broadcast in Trainer are unrelated errors." }, { "left": "issue:44479", "right": "issue:44936", "accept": false, - "reason": "Qwen VL video-input regression is unrelated to trainer.evaluate() failing after train." - }, - { - "left": "issue:44977", - "right": "issue:45356", - "accept": false, - "reason": "Flash-attention generation problems and tokenizer codec regression are different bugs." + "reason": "Qwen VL video-input regression and trainer.evaluate() after train are different issues in different layers." } ] }, @@ -5679,20 +5905,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ + "issue:28282", "issue:30064", "issue:32090", + "issue:33357", "issue:33666", "issue:34567", + "issue:35141", "issue:36010", "issue:41720", "issue:43122", - "issue:43257", "issue:43262", "issue:43278", - "issue:43295", - "issue:43299", "issue:43329", "issue:43334", "issue:43452", @@ -5704,7 +5930,6 @@ "issue:43550", "issue:43572", "issue:43577", - "issue:43606", "issue:43653", "issue:43688", "issue:43716", @@ -5712,7 +5937,6 @@ "issue:43742", "issue:43756", "issue:43825", - "issue:43873", "issue:43906", "issue:43927", "issue:44361", @@ -5726,257 +5950,258 @@ "issue:44849", "issue:44913", "issue:44977", + "issue:45084", "issue:45325", + "issue:45356", "issue:45357", "issue:45588" ], "soft_pairs": [ + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:44977|issue:45356", "issue:30064|issue:33666", "issue:43122|issue:43906", "issue:43577|issue:45588", "issue:43577|issue:44554", "issue:43653|issue:43927", - "issue:43531|issue:43742", "issue:43329|issue:45325", + "issue:43531|issue:43742", "issue:44464|issue:44977", "issue:44479|issue:44625", - "issue:32090|issue:34567", "issue:43550|issue:44361", "issue:43452|issue:44451", + "issue:32090|issue:34567", "issue:43504|issue:43720", + "issue:43504|issue:43550", "issue:32090|issue:33666", + "issue:43504|issue:44610", "issue:43278|issue:43688", - "issue:43504|issue:43550", "issue:41720|issue:44464", - "issue:43504|issue:44610", - "issue:44849|issue:45357", "issue:43334|issue:43572", + "issue:43525|issue:43572", "issue:43493|issue:43825", "issue:43756|issue:44913", - "issue:43525|issue:43572", + "issue:44849|issue:45357", "issue:43742|issue:44821", + "issue:43262|issue:45084", "issue:33666|issue:36010", - "issue:43262|issue:43295", - "issue:43688|issue:43873", - "issue:43540|issue:43716", - "issue:43720|issue:43927", - "issue:43606|issue:43927", - "issue:43257|issue:43299" + "issue:43540|issue:43716" ], - "prepared_review_unit_hash": "04778f566fb84946f6edceac036e65fb66d9407d3b28420c78b88898b88936f0", + "prepared_review_unit_hash": "994aaaf004583af9310d268e60be0e86afc62c3d887acdbcd996a33ab4901879", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37040, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "soft_pair_count": 30, + "serialized_chars": 36825, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated bugs in image processors, tokenizers/configs, multimodal model loading, training, and generation. None of the soft pairs look like the same underlying issue, so there is no convincing duplicate canonical here.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad wording (loading, config, generation, multimodal, tokenizer) but not the same concrete code-path bug. I reject all soft-edge merges. The best issue anchor is the pretrained-loading regression in issue 43504 because it is concrete and one of the few nodes with multiple soft links.", + "confidence": 0.28, + "canonical_issue_reason": "Issue 43504 is the most central concrete bug here: a specific pretrained-model loading regression, and it connects to several other loading-related soft candidates, making it the best cluster anchor even though the overall cluster is mixed.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43504 is the strongest representative of the set because it is a narrowly described functional failure rather than a broad symptom or version-only report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: missing PyTorch import vs MacOS bus error with a community CLIP model." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated bugs: import-time backend requirement vs embedding reinitialization after resize." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/model regressions, but they affect different models and different code paths (flash-attention generation vs codec handling)." + }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "One is a void-segmentation image processor bug; the other is a Qwen2-VL multi-GPU training request." + "reason": "Image processor segmentation-map handling is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Tokenization regression between versions is unrelated to an isolated reproduction of a different bug." + "reason": "A tokenizer output change across versions is not the same as an isolated reproduction of a separate issue without clearer linkage." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "BLIP2 dtype retention and flash-attention s_aux handling are different code paths and failures." + "reason": "Different subsystems: dtype propagation in Blip2 loading vs flash_attention handling of s_aux=None." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "A dtype mismatch in BLIP2 is unrelated to an MPS attention correctness issue." + "reason": "Different bug classes: model dtype loading vs MPS attention correctness with mismatched head dimensions." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DiaConfig token-ID persistence are different defects." + "reason": "Tokenizer special-token registration bug is not the same as config custom-token-ID loss causing generation IndexError." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43329", + "right": "issue:45325", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to a MobileLLM loading key error." + "reason": "Video token counting bug is separate from Qwen2.5-VL rope-index temporal-position scaling." }, { - "left": "issue:43329", - "right": "issue:45325", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Undefined variables in multimodal video token counting do not match a still-image RoPE scaling bug." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a MobileLLM-125M load-time KeyError." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation mismatch is distinct from a Qwen3.5 flash-attention generation regression." + "reason": "Compiled-forward chunked generation inconsistency is a different path from Qwen3.5 flash-attention generation failure." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "A video-input regression across VLMs is unrelated to num_labels propagation in Qwen3.5 config." - }, - { - "left": "issue:32090", - "right": "issue:34567", - "accept": false, - "reason": "GPU broadcast of NoneType and TrainerState token counting are unrelated trainer issues." + "reason": "Video-input regression in multiple Qwen models is not the same as num_labels propagation in Qwen3.5 config." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "torch.compile + SDPA failure for Bamba is not the same as a tokenizer AttributeError in tasks." + "reason": "Model compile/SDPA failure is unrelated to tokenizer task AttributeError." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loading breakage is a different model-loading path than failing to load a specific model by name." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Beit semantic-segmentation legacy-field loading and BitNet packed-weight unpacking are separate model-loading bugs." + "reason": "Both are loading failures, but one is gguf/Auto* handling and the other is a specific model load failure; not the same bug." }, { "left": "issue:32090", - "right": "issue:33666", + "right": "issue:34567", "accept": false, - "reason": "Trainer NoneType broadcast and Qwen2-VL multi-GPU training do not describe the same failure." + "reason": "Trainer broadcast NoneType error is unrelated to TrainerState token-count tracking." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "A BF16-to-FP32 dtype drift in evaluation is unrelated to auxiliary-loss normalization." + "reason": "Both involve loading models, but one is a legacy-field preset issue and the other is packed-weight unpacking during accelerate loading." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "These affect different models and mechanisms: preset loading vs compile/SDPA execution." + "reason": "Different concrete problems: pretrained preset loading vs torch.compile with SDPA." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and chunked-generation inconsistency are different runtime problems." + "reason": "Trainer distributed broadcast error is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit pretrained loading and OmDet-Turbo processor/model input-size mismatch are not the same issue." + "reason": "Model preset loading failure is not the same as processor/model input-size mismatch." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype mismatch is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "A hidden-states bug in Qwen3.5 is unrelated to incorrect visual-encoder keys being saved." + "reason": "Auto device mapping CUDA assert is a different failure mode from compiled-forward chunked generation inconsistency." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Qwen3-VL pad_token_id missing and StableLmConfig missing pad_token_idx are similar shape but model-specific, not the same bug." + "reason": "Both mention missing pad token fields, but they are different model configs and likely separate regressions." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Same symptom family, but different config classes and model families; not enough to treat as one bug." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error-message regression." + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-support error message." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 RoPE-layer dropout and GPTNeoX rotary_pct reload persistence are different configuration issues." + "reason": "RoPE-layer dropping in Smollm3 is a different issue from rotary_pct not persisting on reload." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Llama4 missing pad_token_id and StableLm missing pad_token_idx are different config fields and models." + "reason": "Both are Qwen3.5 issues, but one concerns hidden states and the other save_pretrained visual encoder keys; different code paths." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "A MobileLLM key error is not the same as failing to load AutoImageProcessor from a URL." - }, - { - "left": "issue:33666", - "right": "issue:36010", - "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated subsystems." + "reason": "A MobileLLM loading KeyError is unrelated to loading AutoImageProcessor from a URL." }, { "left": "issue:43262", - "right": "issue:43295", + "right": "issue:45084", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default and processor.tokenizer regression are different processor behaviors." + "reason": "Audio chat-template defaults are unrelated to template-node compilation errors." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Aux-loss normalization and offloading-with-quantization are separate issues." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." }, { "left": "issue:43540", "right": "issue:43716", "accept": false, - "reason": "Video processing ValueError in Qwen3OmniMoe is unrelated to a Mistral-3 dtype mismatch." - }, - { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "Packed-weight unpacking during accelerate loading and DiaConfig token-ID persistence are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:43927", - "accept": false, - "reason": "CPU offload device mismatch for bark-small is a different bug from DiaConfig save/load token IDs." + "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to dtype mismatch between image preprocessor and model." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44554", + "right": "issue:44625", "accept": false, - "reason": "Qwen3 MoE deepspeed conversion and Qwen3-VL loading failures are separate model-loading problems." + "reason": "MPS attention correctness and Qwen3.5 num_labels propagation are different bugs with no shared code path." } ] }, @@ -5998,16 +6223,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ - "issue:29942", - "issue:30333", "issue:33357", "issue:33666", "issue:36331", "issue:39692", + "issue:43257", "issue:43278", "issue:43295", + "issue:43299", "issue:43493", "issue:43504", "issue:43540", @@ -6019,10 +6244,10 @@ "issue:43688", "issue:43701", "issue:43720", - "issue:43746", "issue:43756", "issue:43824", "issue:43844", + "issue:43873", "issue:43927", "issue:43994", "issue:44112", @@ -6050,6 +6275,10 @@ "issue:45584" ], "soft_pairs": [ + "issue:43688|issue:43873", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43257|issue:43299", "issue:43278|issue:43844", "issue:44488|issue:44843", "issue:39692|issue:43493", @@ -6058,237 +6287,235 @@ "issue:43720|issue:44361", "issue:33666|issue:36331", "issue:43540|issue:44977", - "issue:44625|issue:45584", "issue:43756|issue:44479", + "issue:44625|issue:45584", "issue:45200|issue:45229", - "issue:43688|issue:43746", - "issue:43646|issue:44466", "issue:43824|issue:44589", + "issue:43646|issue:44466", "issue:44589|issue:45520", - "issue:39692|issue:43295", "issue:44423|issue:44734", + "issue:39692|issue:43295", "issue:33357|issue:33666", "issue:43572|issue:44291", "issue:43504|issue:43606", "issue:43575|issue:45405", - "issue:43994|issue:44493", "issue:43504|issue:43653", - "issue:43927|issue:44361", - "issue:44464|issue:45584", "issue:44521|issue:45290", + "issue:43927|issue:44361", + "issue:43994|issue:44493", "issue:44792|issue:45405", + "issue:44464|issue:45584", "issue:43278|issue:43701", - "issue:43606|issue:44112", - "issue:29942|issue:30333" + "issue:43606|issue:44112" ], - "prepared_review_unit_hash": "e2de6c8fb60347d13612de5dcba0093652d95410697af045c0845ff73506237a", + "prepared_review_unit_hash": "d9eed9410e348464f4f63149208d639a77b261dcdf37a94c9d5d161186ec0866", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36842, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "soft_pair_count": 32, + "serialized_chars": 37396, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad similarity bucket, not a duplicate set: it spans unrelated model-loading regressions, tokenizer/config bugs, multimodal serving issues, training/API breaks, and documentation problems. None of the soft pairs looks like the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "No safe canonical issue: the items are too heterogeneous to represent a single duplicate thread.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "Issue 43646 is the broadest compatibility-regression report, but it still does not explain the rest of the items.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "These items do not form a single duplicate cluster; they span many unrelated regressions across multimodal loading, trainer APIs, quantization/offload, configs, docs, and CI. I rejected every soft edge because none clearly describe the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and does not collapse to one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the collection mixes unrelated model families and failure modes.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to a quantization/offloading bug." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading/unpacking is a different bug from DiaConfig token-ID persistence." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig save/load corruption." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen MoE loading, but they target different model variants and different failure modes." + }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Different problems: dtype drift between train/eval vs ZeRO-3 gradient inflation; no shared code path." + "reason": "Embedding dtype drift between train/eval is not the same as ZeRO-3 gradient inflation." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Both involve loading/tokenizer code, but one is a specific model load failure and the other is an offline hub lookup bug." + "reason": "A model load failure for sleng-bert is unrelated to the offline-mode model_info call bug." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Doc-example mistakes vs SigLIP2 implementation parity mismatch are different root causes." + "reason": "Broken SigLIP2 docs example is distinct from a core implementation mismatch with JAX." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Multimodal model loading failure vs PEFT version pinning issue; unrelated." + "reason": "Phi-4 multimodal load regression is unrelated to an unreleased PEFT minimum-version bump." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "HF/JAX SigLIP2 parity bug is not the same as DeepSpeed gradient growth." + "reason": "SigLIP2 implementation parity issues are unrelated to ZeRO-3 gradient behavior." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet accelerate-loading bug vs MLukeTokenizer AttributeError; unrelated subsystems." + "reason": "BitNet accelerate-loading failure and MLukeTokenizer AttributeError are different code paths and bugs." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training issue vs CustomTrainer API break; different failure modes." + "reason": "Qwen2-VL multi-GPU training is unrelated to a custom trainer compute_loss signature error." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen multimodal issues, but one is video-input processing and the other is flash-attention generation." + "reason": "Qwen3OmniMoe video-processing ValueError is not the same as Qwen3.5 flash-attention generation trouble." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43756", + "right": "issue:44479", "accept": false, - "reason": "Qwen3.5 config propagation bug vs Whisper empty-transcription crash; unrelated." + "reason": "Smollm3 RoPE-layer dropping and Qwen VL video regression are unrelated model-specific bugs." }, { - "left": "issue:43756", - "right": "issue:44479", - "accept": false, - "reason": "Smollm3 RoPE-layer bug vs Qwen3.5 video-input regression; no common root cause." - }, - { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Defaulting mm_token_type_ids and multi-GPU OOM are different issues." + "reason": "Qwen3.5 num_labels propagation is unrelated to Whisper empty-transcription handling." }, { - "left": "issue:43688", - "right": "issue:43746", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Aux-loss normalization and PEFT checkpoint loading are unrelated." + "reason": "Missing Qwen2_5_VL import export is unrelated to the Float8 storage lookup TypeError." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one breaks initialization and the other serialization; not the same fix." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "Missing Qwen2_5_VL import vs Float8 storage lookup failure; unrelated." + "reason": "Custom model initialization breakage is different from inconsistent lm_head serialization." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage type error vs flash_attn import KeyError on Python 3.13; different failure points." + "reason": "Float8 storage resolution failure is unrelated to the flash_attn import KeyError on Python 3.13." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "SigLIP2 doc-example errors vs processor.tokenizer / image-tokenizer regression; different code paths." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing are separate serve bugs." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Continuous-batching multimodal crash vs KV-cache continuation indexing bug; both in serving, but not the same defect." + "reason": "Docs/example errors do not match the processor.tokenizer regression in custom model code." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training; unrelated." + "reason": "MacOS bus error on CLIP is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both are 5.0 compatibility breaks, but one is a missing config field and the other is an unexpected init argument." + "reason": "StableLmConfig pad_token_idx loss is a different issue from init_empty_weights argument incompatibility." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "BEiT legacy-field loading and CPU offload device mismatch are different bugs." - }, - { - "left": "issue:43575", - "right": "issue:45405", - "accept": false, - "reason": "Tensor-parallel OOM and unreleased PEFT version bump are unrelated." + "reason": "Beit preset load failure and bark-small CPU offload mismatch are unrelated." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "SigLIP2 nonsensical outputs vs unexpected position-id key errors; different models and symptoms." + "reason": "Legacy-field loading for Beit is unrelated to BigBirdTokenizer special-token registration." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Legacy BEiT preset field vs BigBirdTokenizer special-token registration; unrelated." + "reason": "All-zero assistant masks for multimodal inputs is not the same bug as tool-call assistant message crashes." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Both are custom-tokenizer/config failures, but they affect different models and error mechanisms." + "reason": "DiaConfig save/load token-ID corruption and MLukeTokenizer AttributeError are different failures." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Compiled chunked-generation inconsistency vs Whisper empty-transcription crash; unrelated." + "reason": "SigLIP2 nonsense outputs are unrelated to widespread position-id key warnings." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Both touch chat templates, but one corrupts assistant masks while the other crashes on tool-call messages." + "reason": "Janus image-generation test failure is unrelated to the PEFT version bump." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Janus image-generation test failure vs PEFT version bump; unrelated." + "reason": "Chunked-generation compiled-forward inconsistency is unrelated to Whisper empty-transcription handling." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Evaluate dtype drift vs resume_from_checkpoint key mismatch; different state-management bugs." + "reason": "Embedding dtype drift between train/eval is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch vs GraniteSpeech CI stale device override test; different models and causes." - }, - { - "left": "issue:29942", - "right": "issue:30333", - "accept": false, - "reason": "Flash Attention 2 test failure vs MLflow job-reporting bug; unrelated." + "reason": "bark-small CPU offload mismatch and GraniteSpeech stale device-override CI failure are different bugs." } ] }, @@ -6310,9 +6537,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:15354", + "issue:29942", + "issue:30333", "issue:37428", "issue:38175", "issue:39401", @@ -6320,7 +6549,6 @@ "issue:43295", "issue:43334", "issue:43388", - "issue:43450", "issue:43493", "issue:43525", "issue:43526", @@ -6336,8 +6564,6 @@ "issue:44315", "issue:44464", "issue:44466", - "issue:44514", - "issue:44521", "issue:44554", "issue:44568", "issue:44610", @@ -6358,17 +6584,20 @@ "issue:45412", "issue:45446", "issue:45520", - "issue:45563" + "issue:45563", + "issue:45701" ], "soft_pairs": [ - "issue:15354|issue:38175", + "issue:29942|issue:30333", + "issue:44568|issue:45701", "issue:44554|issue:45446", + "issue:15354|issue:38175", "issue:43844|issue:44964", - "issue:45084|issue:45520", - "issue:43232|issue:44849", "issue:43540|issue:45200", - "issue:39401|issue:44568", + "issue:45084|issue:45520", "issue:43582|issue:44977", + "issue:39401|issue:44568", + "issue:43232|issue:44849", "issue:45072|issue:45198", "issue:37428|issue:43957", "issue:44315|issue:44849", @@ -6376,223 +6605,214 @@ "issue:43334|issue:43525", "issue:43295|issue:44610", "issue:45200|issue:45325", + "issue:44466|issue:45127", "issue:43493|issue:43701", "issue:44898|issue:45412", - "issue:44466|issue:45127", "issue:44792|issue:45563", "issue:43873|issue:44464", "issue:43388|issue:43526", "issue:37428|issue:43824", "issue:43572|issue:44987", "issue:43844|issue:44936", - "issue:43824|issue:43975", "issue:43572|issue:43957", - "issue:43295|issue:43450", - "issue:43295|issue:43873", - "issue:44514|issue:44521" + "issue:43824|issue:43975" ], - "prepared_review_unit_hash": "471aaffe5bbc9b7546ffaf85021c965d6b4c0fccac5e1d5aed8e82f3527e8003", + "prepared_review_unit_hash": "9ba2e1813d090e51d681d6203b380c350687afd6af2f55902ee3317f5d436028", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36073, - "estimated_input_tokens": 9019, - "estimated_eval_tokens": 18294 + "soft_pair_count": 28, + "serialized_chars": 35700, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it spans unrelated regressions in model loading, tokenizers, generation, processors, and backend-specific behavior. None of the soft pairs are strong enough to treat as the same underlying bug or change, so there is no safe duplicate canonical here.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is very heterogeneous: most items are unrelated model-, generation-, loading-, or infrastructure-specific bugs. There is no strong duplicate set here; at most there is a loose tokenization-regression theme around a few issues.", + "confidence": 0.21, + "canonical_issue_reason": "issue:45701 is the broadest, most generic tokenizer-regression report in the set, so it is the least arbitrary representative of this weakly related cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45701 best fits the only recurring theme (tokenization/version regressions), but the cluster overall does not look like true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-status reporting are unrelated subsystems and bugs." + }, + { + "left": "issue:44568", + "right": "issue:45701", "accept": false, - "reason": "Different subsystems and failures: TorchScript GeneratorExp export vs SigLIP2 zero-probability output." + "reason": "Both concern tokenization, but one is a model-specific special-tokens bug and the other is a broad version/regression report; not the same concrete issue." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness bug and a flex_attention import/version check bug are unrelated code paths." + "reason": "MPS attention correctness and a flex_attention import version check are different code paths." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth during training is unrelated to Phi-4 multimodal model loading failure." + "reason": "DeepSpeed ZeRO-3 gradient growth and Phi-4 multimodal loading failure are different problems." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Jinja/template compilation error and a Python 3.13 flash_attn import KeyError are different problems." + "reason": "Video-input processing in Qwen3OmniMoe and Gemma 4 multimodal token-type IDs are distinct issues." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Generation kwargs update after sync_gpus is not the same as a Qwen3.5 hidden-states bug." + "reason": "Template-node compilation error and flash_attn import handling on Python 3.13 are unrelated." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "Video input parsing in Qwen3OmniMoe and Gemma 4 mm_token_type_ids handling are different failure modes." + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation bug do not match." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to BOS/EOS not being added for mDeBERTa." + "reason": "Both are tokenizer bugs, but offset_mapping and missing BOS/EOS special-token insertion are not the same failure." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "Generation kwargs sync_gpus bug and Qwen3.5 hidden-state output bug are separate generation-path issues." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch CI issue and Wav2Vec2 save/tokenization failure do not share the same bug." + "reason": "dtype mismatch inference bugs and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention import error and meta-device model loading breakage are different initialization issues." + "reason": "Flash-attention import error and meta-device model loading breakage are different root causes." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger kernel not applied in model_init is unrelated to a Qwen3.5 hidden-states regression." + "reason": "Liger Kernel application with model_init and Qwen3.5 hidden-states behavior are unrelated." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are unrelated." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are not the same bug." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different model configs (Qwen3-VL vs Llama4) and are not clearly the same bug." + "reason": "Both report missing pad_token_id, but they involve different model families and config paths; too weak to treat as one duplicate." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "processor.tokenizer regression in custom model code is unrelated to OmDet-Turbo image-size mismatch." + "reason": "Processor/tokenizer regression and OmDet-Turbo image size mismatch are different issues." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 mm_token_type_ids requirement and Qwen2.5-VL rope index scaling are different multimodal bugs." + "reason": "Gemma 4 token-type defaults and Qwen2.5-VL rope-index scaling are separate multimodal bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of lm_head.weight and LoRA merge collapse with extended vocabulary are not the same concrete defect." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint resume key mismatch." + "reason": "SigLIP2 implementation discrepancy and checkpoint key mismatch are unrelated." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are different issues." - }, - { - "left": "issue:44466", - "right": "issue:45127", - "accept": false, - "reason": "Serialization of tied lm_head weights and LoRA merge collapse are not the same code path." + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are different classes of bugs." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure and stale paged-generate warning are unrelated." + "reason": "Janus image-generation test failure and paged-generate warning behavior are not the same underlying problem." }, { "left": "issue:43873", "right": "issue:44464", "accept": false, - "reason": "Quantization offloading and compiled-forward chunked generation are different runtime behaviors." + "reason": "Quantization offloading and chunked generation with compiled forward are different subsystems and failures." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Gathering tuple labels in metrics and BeitImageProcessorFast reduce_labels behavior are unrelated." + "reason": "Both involve labels, but one is trainer metric gathering and the other is BeitImageProcessorFast reduction logic." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols: a flash-attention helper vs a Qwen2.5-VL model class." + "reason": "Flash-attention import error and Qwen2.5-VL import failure are distinct missing-symbol problems." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLm pad_token_idx regression and loading physical-intelligence/fast on transformers>=5.1.0 are not the same bug." + "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast are different issues." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed gradient growth during training is unrelated to trainer.evaluate() failing after trainer.train()." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "Missing import for Qwen2.5-VL model class and DeepSeek detokenization regression are unrelated." + "reason": "ZeRO-3 gradient growth and trainer.evaluate after train are unrelated training bugs." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as meta-device loading failures in some models." - }, - { - "left": "issue:43295", - "right": "issue:43450", - "accept": false, - "reason": "Custom model code accessing processor.tokenizer and batched video processor shape issues are different regressions." + "reason": "Missing pad_token_idx in StableLmConfig and meta-device loading breakage are not the same bug." }, { - "left": "issue:43295", - "right": "issue:43873", - "accept": false, - "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." - }, - { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Batched apply_chat_template crash with padding=False is different from all-zero assistant_masks for multimodal inputs." + "reason": "Import failure for Qwen2.5-VL and DeepSeek detokenization regression are unrelated." } ] }, @@ -6614,7 +6834,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:29942", "issue:32090", @@ -6635,6 +6855,7 @@ "issue:43825", "issue:43827", "issue:43856", + "issue:43873", "issue:43901", "issue:43994", "issue:44112", @@ -6643,266 +6864,280 @@ "issue:44442", "issue:44448", "issue:44462", + "issue:44514", + "issue:44521", "issue:44561", - "issue:44568", "issue:44610", "issue:44743", "issue:44779", - "issue:44849", "issue:44857", - "issue:44991", - "issue:45003", "issue:45083", "issue:45127", "issue:45198", "issue:45200", "issue:45245", "issue:45290", + "issue:45310", "issue:45381", "issue:45412", + "issue:45478", "issue:45584", "issue:45588", "issue:45593" ], "soft_pairs": [ + "issue:44514|issue:44521", + "issue:43295|issue:43450", "issue:44360|issue:44561", + "issue:43295|issue:43873", "issue:38175|issue:45412", + "issue:42915|issue:43824", "issue:43295|issue:43994", "issue:44442|issue:45198", - "issue:42915|issue:43824", "issue:43827|issue:43901", "issue:38175|issue:43493", "issue:43278|issue:43856", - "issue:44849|issue:45003", - "issue:44568|issue:44991", "issue:44206|issue:45584", "issue:43653|issue:44112", "issue:43450|issue:43493", "issue:45127|issue:45245", "issue:44462|issue:44561", "issue:44561|issue:44779", - "issue:43450|issue:43575", "issue:43819|issue:45083", + "issue:43450|issue:43575", "issue:45290|issue:45381", "issue:44610|issue:44857", - "issue:44857|issue:45593", "issue:43819|issue:44112", + "issue:37428|issue:43425", + "issue:44857|issue:45593", "issue:43262|issue:43450", "issue:43278|issue:43825", - "issue:37428|issue:43425", "issue:45200|issue:45588", - "issue:44448|issue:44743", "issue:43606|issue:45083", - "issue:29942|issue:32090" + "issue:44448|issue:44743", + "issue:29942|issue:32090", + "issue:45310|issue:45478" ], - "prepared_review_unit_hash": "281e1e7cd0ee08aafcbeb672911df05ee32c1fefe6c4a327611ed2d4b1c0d3c5", + "prepared_review_unit_hash": "a2d0cb6ce830e1143dc638c181f50ead3405d3d0a2c60756c568ba022d970d45", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35806, - "estimated_input_tokens": 8952, - "estimated_eval_tokens": 18160 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36937, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issues spanning models, tokenizers, processors, docs, and training/runtime regressions. The only strong duplicate-looking pair is the two SigLIP2 reports, which both point to the same underlying implementation mismatch.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43493 is the better canonical issue because it describes the broader root problem (HF vs original JAX discrepancy) and can subsume the narrower zero-probabilities symptom reported in issue:38175.", + "summary": "Mostly heterogeneous issue cluster with two real duplicate-style matches: a Qwen3.5 MoE from_pretrained regression pair and a SigLIP2 implementation-discrepancy pair. The remaining soft edges span unrelated models, processors, docs, and runtime failures.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43493 is the best canonical anchor because it states the broader SigLIP2 root-cause discrepancy, while issue:38175 is a symptom report of that same model bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the best representative issue for the cluster because it most clearly captures the shared SigLIP2 bug theme and is phrased at the right level of generality.", + "best_issue_reason": "issue:43493 is the strongest overall issue to keep as the representative anchor: it is root-cause oriented, model-specific, and more reusable than the narrower symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template multimodal regressions, but one is a batched padding crash and the other is all-zero assistant masks; different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "One is a processor.tokenizer / image-tokenizer regression, the other is batched video shape output; unrelated code paths." + }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Unrelated failures: DSA indexer/ReLU discussion versus a v5 trust_remote_code break from a removed helper." + "reason": "A DSA indexer ReLU discussion and a removed FX helper breaking trust_remote_code models are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor.tokenizer regression versus quantization/offload behavior; no shared underlying bug." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Both mention model behavior, but one is a SigLIP2 correctness issue and the other is an RT-DETR memory-leak problem." + "reason": "SigLIP2 zero-probability outputs and RT-DETR memory release issues are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and Qwen2.5-VL import error are different models and different bugs." }, { "left": "issue:43295", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2/processor-style problems, but one is a regression around processor.tokenizer/image handling while the other is nonsensical outputs for AutoModel/pipeline; not the same concrete bug." + "reason": "Both mention SigLIP2-related models, but one is a processor/tokenizer regression and the other is a model output-quality issue; not the same bug." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer bugs in different models; no evidence they share the same underlying failure." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import error are unrelated." + "reason": "FastSpeech2 tokenizer loading and Wav2Vec2 save/tokenization failures are separate tokenizer problems." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they cover different docs pages and different mismatches; not the same underlying issue." + "reason": "Different docs issues: v5 pipeline removals versus TextClassificationPipeline return_all_scores wording." }, { "left": "issue:38175", "right": "issue:43493", "accept": true, - "reason": "Strong match: both report SigLIP2 producing wrong outputs, with one describing the symptom and the other the broader HF-vs-JAX implementation discrepancy." + "reason": "Both report the same SigLIP2 implementation mismatch: one as zero probabilities, the other as an HF-vs-JAX discrepancy." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Different bugs: dtype mismatch during eval versus MoE training memory usage." - }, - { - "left": "issue:44849", - "right": "issue:45003", - "accept": false, - "reason": "Qwen3.5 output_hidden_states bug is unrelated to unsafe sys.modules access in modeling_utils." - }, - { - "left": "issue:44568", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different failure modes." + "reason": "Embedding dtype drift in eval and Qwen3 MoE training memory use are unrelated." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unrelated audio issues: unsupported feature-extractor arg versus Whisper empty-transcription generation failure." + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure are different audio bugs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override are unrelated." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device-override failure are unrelated." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Different subsystems and failures: batched video shape bug versus SigLIP2 output discrepancy." + "reason": "Video batching shape bug and SigLIP2 JAX discrepancy are different code paths." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/tied-embeddings collapse and category-count overflow are unrelated." + "reason": "LoRA tie_word_embeddings collapse and category-cardinality overflow are unrelated." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the removed is_torch_fx_available helper breakage." + "reason": "AutoTokenizer ignoring tokenizer.json and trust_remote_code FX-helper removal are different regressions." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both are v5-related tokenizer/model regressions, but they are distinct code paths and symptoms." + "reason": "Shared v5 timeframe only; one is a removed-helper import error, the other is Deepseek tokenizer output mismatch." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Video shape bug and Qwen2-57B TP OOM are unrelated." + "reason": "DAC.from_latents mismatch and qwen3_omni_moe length-helper behavior are unrelated." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "DAC latent/STE mismatch is unrelated to qwen3_omni_moe feature-extract length behavior." + "reason": "Video batch shape bug and Qwen2-57B-A14B tensor-parallel OOM are different issues." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different issues." + "reason": "Chat-template tool-call crash and Qwen2.5-VL vision_position_ids regression are separate bugs." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor input-size mismatch and float16 CUDA loss crash are unrelated." + "reason": "OmDet input-size mismatch and LwDetr AMP crash are different detection-model problems." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Different detection-train bugs: AMP/CUDA crash versus auxiliary-loss omission." + "reason": "DAC latents mismatch and GraniteSpeech CI device-override failure are unrelated." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "DAC latent mismatch and GraniteSpeech stale device override are unrelated." + "reason": "Flash-attention import error and Torch 2.10 incompatibility are adjacent compatibility topics, not the same underlying bug." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "D-FINE auxiliary-loss bug and LwDetr AMP crash are different detection-model issues." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and batched video shape bug are unrelated." + "reason": "Audio chat_template sampling-rate default and video batching shape bug are unrelated." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype regression and pipeline error-message/docs issue are not the same bug." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "ImportError for a missing flash-attention helper is unrelated to Torch 2.10 incompatibility." + "reason": "BF16/FP32 dtype shift and pipeline docs wording are unrelated." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 mm_token_type_ids handling and flash_attention s_aux=None crash are different failures." + "reason": "Gemma 4 mm_token_type_ids defaults and flash_attention s_aux=None crash are different model/runtime bugs." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Pegasus v4/v5 output difference and Qwen3.5 recurrent-state reset are unrelated model bugs." + "reason": "CPU-offload device mismatch and qwen3_omni_moe output-length helper behavior are unrelated." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "CPU-offload device mismatch is unrelated to qwen3_omni_moe length helper behavior." + "reason": "Pegasus v4/v5 output drift and Qwen3.5 recurrent-state reset are different regressions." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained regression; 45478 is the later duplicate with the same failure mode." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The lone accepted pair (38175/43493) is a plausible SigLIP2 duplicate, and the other soft-edge rejections are appropriately cautious and well-justified from the issue titles." + "feedback": "The summary is conservative and grounded in the packet. The two accepted soft edges look like genuine duplicates or near-duplicates: the identical Qwen3.5 MoE from_pretrained regression pair and the SigLIP2 discrepancy pair. The remaining verdicts are mostly cautious and do not overclaim shared root causes." }, "evaluator_used": true, "retried": false, @@ -6921,7 +7156,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:29127", "issue:32090", @@ -6933,13 +7168,13 @@ "issue:40444", "issue:43066", "issue:43335", - "issue:43450", "issue:43504", "issue:43526", "issue:43550", "issue:43606", "issue:43611", "issue:43653", + "issue:43701", "issue:43720", "issue:43723", "issue:43819", @@ -6957,14 +7192,13 @@ "issue:44855", "issue:44857", "issue:44977", + "issue:44987", "issue:45072", "issue:45083", "issue:45200", "issue:45229", - "issue:45310", "issue:45372", "issue:45381", - "issue:45478", "issue:45491", "issue:45520", "issue:45563", @@ -6973,276 +7207,273 @@ "issue:45698" ], "soft_pairs": [ - "issue:45310|issue:45478", - "issue:43335|issue:43550", "issue:37428|issue:44351", + "issue:43335|issue:43550", "issue:39692|issue:43526", "issue:43611|issue:43931", "issue:43819|issue:44493", - "issue:29127|issue:32090", "issue:45200|issue:45381", - "issue:43450|issue:43526", "issue:43335|issue:43653", - "issue:44448|issue:44779", + "issue:29127|issue:32090", "issue:44292|issue:45520", - "issue:39692|issue:44493", + "issue:44448|issue:44779", "issue:43335|issue:45083", - "issue:43335|issue:43504", "issue:44855|issue:45083", - "issue:38175|issue:44493", + "issue:39692|issue:44493", + "issue:43335|issue:43504", "issue:43550|issue:44112", + "issue:38175|issue:44493", "issue:44568|issue:45491", "issue:44977|issue:45229", - "issue:43335|issue:45072", "issue:43723|issue:44554", + "issue:43335|issue:45072", "issue:40444|issue:43526", "issue:43335|issue:45593", "issue:43720|issue:44112", "issue:44448|issue:44977", "issue:43066|issue:44462", "issue:34689|issue:35141", - "issue:43606|issue:44857", - "issue:45372|issue:45588", "issue:44977|issue:45563", + "issue:45372|issue:45588", "issue:43927|issue:45698", - "issue:44857|issue:45072" + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:37428|issue:44987" ], - "prepared_review_unit_hash": "f44fe30636bb554a0ed2f2a08ac066e460e83789ff7984a0732b0e74e0ddbd8e", + "prepared_review_unit_hash": "10d638bb137d79c2a385cda8f50a62382c271f5e63a46d69b24a44f5726e2b69", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37789, - "estimated_input_tokens": 9448, - "estimated_eval_tokens": 19152 + "serialized_chars": 37215, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only clear duplicate is the Qwen3.5 MoE `from_pretrained` regression pair; the rest are separate bugs across different models/subsystems and should not be merged.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45310 is the earlier, more established report of the same Qwen3.5 MoE `from_pretrained` failure; 45478 is an exact duplicate.", + "summary": "The set is highly heterogeneous and does not contain any true duplicate pairs. issue:43335 is the best cluster anchor only because it is the most connected node in the weak similarity graph, not because it matches the others concretely.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43335 has the most soft links to other items, so it is the least-bad representative of this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the best representative issue in this cluster because it is a clear duplicate target with the strongest overlap and is better documented than its twin.", + "best_issue_reason": "issue:43335 is the most central item here and the most plausible anchor for triage, though the cluster is not a real duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same title and same underlying Qwen3.5 MoE `from_pretrained` error; exact duplicate." + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different missing import targets and different failure surfaces; both are import errors, but not the same bug." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different model families and failure modes: SwitchTransformers config construction vs Bamba torch.compile/SDPA." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different breakages." + "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure; different model and code path." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "One is a SigLIP2 docs/example problem; the other is a BeitImageProcessorFast label reduction bug." + "reason": "Docs example/model-processor mismatch and quantization failure vs BeitImageProcessorFast reduce_labels bug." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are loading issues, but one is about `base_model_prefix` and the other is a shape mismatch for a specific model." + "reason": "base_model_prefix loading regression vs Qwen3-VL weight-shape mismatch; unrelated load-time failures." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different bugs: DAC forward/latent mismatch vs position-id key warnings across many models." - }, - { - "left": "issue:29127", - "right": "issue:32090", - "accept": false, - "reason": "Unrelated errors in different areas: LayoutLMv3 box validation vs trainer GPU broadcast of None." + "reason": "DAC.from_latents vs forward mismatch is unrelated to position-id key warnings across models." }, { "left": "issue:45200", "right": "issue:45381", "accept": false, - "reason": "Both involve multimodal inputs, but one is Gemma 4 token-type defaults and the other is Qwen2.5-VL video position IDs." - }, - { - "left": "issue:43450", - "right": "issue:43526", - "accept": false, - "reason": "Video batch shape handling is unrelated to BeitImageProcessorFast `reduce_labels` behavior." + "reason": "Gemma 4 mm_token_type_ids defaulting issue vs Qwen2.5-VL video vision_position_ids bug; different models and inputs." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer/config bugs in different models; only broad Transformers similarity." + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to BigBirdTokenizer special-token registration." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Both mention tokenizer/output differences, but they affect different models and are not the same bug." + "reason": "LayoutLMv3 error-message clarity issue vs Trainer NoneType broadcast TypeError; different problems." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to the Python 3.13 `flash_attn` import failure." + "reason": "Qwen-3-8B-NVFP4 runtime failure vs Python 3.13 flash_attn import KeyError; different code paths." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Documentation example errors vs a general position-id key warning are different issues." + "reason": "Pegasus v4/v5 output drift vs Deepseek tokenizer regression; both are version regressions but not the same bug." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe feature-length helper behavior." - }, - { - "left": "issue:43335", - "right": "issue:43504", - "accept": false, - "reason": "Different BEiT/semantic-segmentation loading bug vs SwitchTransformers sparse-layer config bug." + "reason": "SwitchTransformers config bug vs qwen3_omni_moe feature-length helper behavior; unrelated." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 JIT parsing error is unrelated to qwen3_omni_moe helper output lengths." + "reason": "Python 3.13 DebertaV2Model import failure vs qwen3_omni_moe helper mismatch; unrelated." }, { - "left": "issue:38175", + "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 zero-probability output issue is not the same as the generic unexpected key warning." + "reason": "SigLIP2 docs/example problems vs generic position-id key warnings; different symptoms and targets." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation vs BEiT legacy-field model loading issue; different models and fixes." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba SDPA/torch.compile failure is distinct from a stale GraniteSpeech device override test." + "reason": "Bamba SDPA/torch.compile bug vs GraniteSpeech stale CI test; not the same underlying issue." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probabilities issue vs position-id key warnings; unrelated bugs." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token regression and Gemma3 NaN embeddings are different bugs." + "reason": "Tokenizer add_special_tokens regression vs Gemma3 NaNs from sliding-window attention; different subsystems." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Both involve Qwen/Gemma inference issues, but they are different models and distinct failure modes." + "reason": "Flash-attention generation issue vs multi-GPU CUDA OOM; different failure modes." }, { - "left": "issue:43335", - "right": "issue:45072", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "SwitchTransformers config bug is unrelated to dtype mismatch failures in inference tests." + "reason": "AutoTokenizer.from_pretrained loading problem vs MPS attention correctness issue; unrelated." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:43335", + "right": "issue:45072", "accept": false, - "reason": "AutoTokenizer loading regression is unrelated to the MPS attention correctness issue." + "reason": "SwitchTransformers config bug vs dtype mismatch in Bfloat16 inference; different code paths." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to BEiT label reduction." + "reason": "Qwen2.5-VL iterable-dataset/multi-image finetuning failure vs BeitImageProcessorFast reduce_labels bug." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to D-FINE auxiliary-loss handling." + "reason": "SwitchTransformers sparse-layer creation vs D-FINE auxiliary-loss handling; unrelated." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight loading issue in BitNet is unrelated to the GraniteSpeech stale device override test." + "reason": "BitNet packed-weight loading issue vs GraniteSpeech stale device override test; different problems." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different model regressions: Pegasus output drift vs Qwen3.5 flash-attention generation issue." + "reason": "Pegasus output change vs Qwen3.5 flash-attention generation bug; both affect outputs but not the same bug." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder-type migration bug is distinct from AutoTokenizer ignoring repository `tokenizer.json`." + "reason": "Wrong tokenizer decoder type vs AutoTokenizer ignoring tokenizer.json; related subsystem, but different concrete bugs." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model loading breakage for Llama 3.2 Vision and embedding reinit on resize are different bugs." + "reason": "Llama 3.2 Vision loading breakage vs embedding reinitialization after resize; unrelated model-loading issues." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Device mismatch under CPU offload is unrelated to LwDetrImageLoss float16 AMP crashes." + "reason": "Flash-attention generation bug vs stale warning for num_return_sequences; different severity and behavior." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import failure and flash_attention `s_aux=None` crash are different code paths." + "reason": "Gemma 4 processor import dependency issue vs s_aux=None crash in flash_attention integration; unrelated." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Flash-attention generation failure is unrelated to the stale `num_return_sequences` warning." + "reason": "One issue loses custom token IDs on save/load, the other loads the wrong custom module; both serialization-related but not the same bug." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Both concern save/load behavior, but one loses custom token IDs in DiaConfig and the other loads the wrong custom module." + "reason": "CPU offload device mismatch vs float16 AMP CUDA loss crash; different precision/device paths." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "AMP loss crash and bfloat16 dtype mismatch are distinct issues." + "reason": "float16 AMP crash in a loss vs bfloat16 inference dtype mismatch; same broad theme, but not the same concrete bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch vs qwen3_omni_moe helper behavior; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "flash-support import error vs model-loading failure for physical-intelligence/fast; too little concrete overlap." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the duplicate pair 45310/45478 is the only clearly related cluster edge, and the rest of the pair verdicts are conservative in distinguishing different models/failure modes. The summary stays within the packet evidence. Minor wording note: if you want maximum caution, phrase 45478 as a likely/clear duplicate rather than an exact duplicate, but this is still acceptable given the identical titles." - }, - "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 }, @@ -7257,18 +7488,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:25251", "issue:29942", + "issue:30064", "issue:32090", "issue:33357", "issue:35141", - "issue:37428", "issue:41720", "issue:42915", "issue:42994", "issue:43065", + "issue:43257", "issue:43278", "issue:43329", "issue:43381", @@ -7276,23 +7508,23 @@ "issue:43421", "issue:43550", "issue:43653", - "issue:43701", "issue:43756", "issue:43873", "issue:43976", "issue:43994", "issue:44186", + "issue:44206", "issue:44265", "issue:44361", "issue:44448", "issue:44451", "issue:44466", + "issue:44479", "issue:44493", "issue:44743", "issue:44857", "issue:44871", "issue:44977", - "issue:44987", "issue:45083", "issue:45198", "issue:45229", @@ -7308,239 +7540,252 @@ "issue:45588" ], "soft_pairs": [ - "issue:43701|issue:45083", - "issue:37428|issue:44987", - "issue:43873|issue:44493", "issue:43976|issue:45440", "issue:43412|issue:45588", - "issue:29942|issue:35141", "issue:43550|issue:45083", - "issue:43873|issue:45229", "issue:45245|issue:45563", + "issue:43873|issue:44493", + "issue:43873|issue:45229", + "issue:29942|issue:35141", "issue:43278|issue:43329", "issue:32090|issue:33357", - "issue:45372|issue:45459", "issue:45372|issue:45406", + "issue:45372|issue:45459", "issue:41720|issue:45229", "issue:43065|issue:43994", "issue:44448|issue:44466", - "issue:25251|issue:32090", "issue:43065|issue:45412", - "issue:43653|issue:44743", + "issue:25251|issue:32090", "issue:44451|issue:45520", + "issue:43653|issue:44743", "issue:44857|issue:45588", "issue:43421|issue:45491", - "issue:43278|issue:43381", "issue:44186|issue:45198", + "issue:43278|issue:43381", "issue:43994|issue:45412", + "issue:42915|issue:42994", "issue:44361|issue:45198", + "issue:43756|issue:45440", "issue:44871|issue:44977", - "issue:42915|issue:42994", "issue:44265|issue:45198", - "issue:43756|issue:45440" + "issue:44206|issue:44479", + "issue:43257|issue:43278", + "issue:29942|issue:30064" ], - "prepared_review_unit_hash": "bfd7fa36c5613f9bb60176a928eb4ed0dbfe837ee27a8e1e8605265e1edad525", + "prepared_review_unit_hash": "576d37d188d189b03e5ee707d3a66e65a0eb22c3278a78adad8c3fa37bd6c2d8", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36177, - "estimated_input_tokens": 9045, - "estimated_eval_tokens": 18346 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37074, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous rather than a true duplicate set: it mixes unrelated bugs across tokenizers, model loading, quantization, export, attention, and training/runtime behavior. All soft edges look like superficial similarity only and should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue stands out; the cluster is too mixed for a reliable duplicate hub.", + "summary": "This cluster is heterogeneous: the soft links are mostly superficial similarity between unrelated failure modes, and none of the candidate pairs look like true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated bugs across tokenization, model loading, quantization, export, attention, and runtime/device-mapping paths, with no confirmed duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "If a single issue must anchor the cluster, issue:44987 is the most broadly framed user-facing regression report, but it still does not represent the rest of the cluster.", + "best_issue_reason": "No global best issue stands out; any pick would be arbitrary because the cluster is not a duplicate set and the soft links are false positives.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43701", - "right": "issue:45083", - "accept": false, - "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper bug are different subsystems and failure modes." - }, - { - "left": "issue:37428", - "right": "issue:44987", - "accept": false, - "reason": "Both are loading regressions, but one is a missing flash-attention import symbol and the other is a model-loading failure; not the same code path." - }, - { - "left": "issue:43873", - "right": "issue:44493", - "accept": false, - "reason": "Quantization/offloading behavior is unrelated to unexpected position-id key warnings." - }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python compatibility issue and DeepSeek implementation divergence are unrelated bugs." + "reason": "Different problems: Python-version compatibility vs Native DeepSeekV3 divergence." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "ExecuTorch export guard/support issue vs flash-attention crash on sink-less models; different paths." + "reason": "Different code paths: Gemma3 export/loading failure vs flash_attention aux-state crash." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Flash Attention 2 test failures do not match token-embedding resize reinitialization." + "reason": "Bamba torch.compile/SDPA regression is unrelated to qwen3_omni_moe feature-length calculation." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Categories-limit RuntimeError is unrelated to the stale paged-generate warning." + }, + { + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to the qwen3_omni_moe feature-length helper." + "reason": "Quantization/offloading behavior vs position-id key mismatch; not the same bug." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading bug vs multi-GPU OOM; different root causes." + "reason": "Offloading/quantization issue is unrelated to Gemma4 multi-GPU OOM." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Category-count runtime error and stale num_return_sequences warning are not the same issue." + "reason": "Flash Attention 2 test failures are unrelated to token-embedding reinitialization in post_init." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift and undefined video-branch names are unrelated." + "reason": "Embedding dtype drift in eval is unrelated to the multimodal token-counting video-branch bug." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType error and Mac bus error with CLIP are different failures." + "reason": "Trainer `_gpu_broadcast_one` NoneType error is unrelated to the MacOS bus error in CLIP." }, { "left": "issue:45372", - "right": "issue:45459", + "right": "issue:45406", "accept": false, - "reason": "Gemma 4 processor import dependency breakage is not the same as protobuf-error masking in tokenizers." + "reason": "Both mention Gemma4, but one is processor import/loading and the other is missing `_tokenizer` in serve." }, { "left": "issue:45372", - "right": "issue:45406", + "right": "issue:45459", "accept": false, - "reason": "Both touch Gemma 4 loading, but one is an import-time dependency issue and the other is a missing _tokenizer attribute." + "reason": "Gemma4 processor import failure is unrelated to protobuf exception masking tokenizer errors." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 device-map CUDA assert and Gemma4 multi-GPU OOM are unrelated." + "reason": "Qwen3 auto-device cuda assert is unrelated to Gemma4 CUDA OOM." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "SAM3 pixel-decoder dummy Conv2d and SigLIP2 nonsensical outputs are different model bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Siglip2 nonsensical outputs." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus v4/v5 output regression and lm_head.weight serialization inconsistency are different concrete bugs." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to the Trainer _gpu_broadcast_one NoneType error." + "reason": "Pegasus output drift across v4/v5 is a different bug from `lm_head.weight` serialization/tied-weights inconsistency." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d implementation and RT-DETR memory leak are different issues." + "reason": "Sam3PixelDecoder dummy layer issue is unrelated to RT-DETR memory-release behavior." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Tokenizer special-token decode bug and recurrent-state reset in modular_qwen3_5 are unrelated." + "reason": "Pipeline `top_k` nesting bug is unrelated to Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Model loading failure vs Python 3.13 flash_attn import KeyError; different causes." + "reason": "ScandiBERT loading failure is unrelated to the Python 3.13 `flash_attn` import KeyError." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to qwen3_5 recurrent-state reset." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP crash is unrelated to flash-attention s_aux=None AttributeError." + "reason": "LwDetrImageLoss AMP crash is unrelated to the flash_attention `s_aux=None` crash." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime post-processor update behavior and Gemma3 NaN embeddings from sliding-window attention are unrelated." + "reason": "Runtime post-processor update bug is unrelated to Gemma3 NaN embeddings with mixed-length batches." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER padding/truncation crash is unrelated to Wav2Vec2 save/tokenization failures." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype mismatch and gradient-checkpointing eval-mode restriction are different concerns." + "reason": "Embedding dtype change in eval is unrelated to gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Siglip2 incorrect outputs are unrelated to RT-DETR memory not being released." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "MoE weight conversion during accelerate+deepspeed loading is unrelated to quantized model saving." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer omission is unrelated to DeepSeekV3 implementation divergence." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation bug do not share a concrete code path." + "reason": "Gemma3 eos_token_id mismatch is unrelated to Qwen3.5 flash-attention generation issues." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "FineGrainedFP8Config failure and quantized model saving failure are different quantization operations." + "reason": "torch.export.export with `torch_compilable_check` is unrelated to Wav2Vec2 save/tokenization failure." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor `center` regression is unrelated to the Qwen VL video-input regression." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE conversion/loading bug is unrelated to the embedding dtype change in evaluation." + }, + { + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are unrelated model-implementation bugs." + "reason": "Flash Attention 2 test failures are unrelated to void segmentation-map processing." } ] }, @@ -7562,11 +7807,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:29127", "issue:29942", - "issue:30064", "issue:32090", "issue:33290", "issue:33357", @@ -7576,13 +7820,12 @@ "issue:39692", "issue:42915", "issue:43232", - "issue:43257", "issue:43262", - "issue:43278", "issue:43334", "issue:43381", "issue:43388", "issue:43441", + "issue:43452", "issue:43526", "issue:43531", "issue:43653", @@ -7597,10 +7840,12 @@ "issue:44279", "issue:44442", "issue:44464", - "issue:44479", "issue:44610", + "issue:44743", + "issue:44811", "issue:44857", "issue:44977", + "issue:45003", "issue:45072", "issue:45103", "issue:45229", @@ -7614,231 +7859,238 @@ "issue:45593" ], "soft_pairs": [ - "issue:44206|issue:44479", - "issue:43257|issue:43278", "issue:44610|issue:45412", - "issue:29942|issue:30064", "issue:43824|issue:44279", - "issue:33357|issue:39692", "issue:45103|issue:45372", "issue:45440|issue:45593", - "issue:32090|issue:33290", + "issue:33357|issue:39692", "issue:29127|issue:34567", - "issue:43381|issue:43701", - "issue:43653|issue:44442", + "issue:32090|issue:33290", "issue:45072|issue:45229", "issue:43334|issue:43531", + "issue:43381|issue:43701", + "issue:43653|issue:44442", "issue:43526|issue:44186", "issue:44464|issue:45491", "issue:44977|issue:45245", - "issue:29127|issue:33357", "issue:29942|issue:36010", - "issue:29127|issue:35141", + "issue:29127|issue:33357", "issue:42915|issue:43931", + "issue:29127|issue:35141", "issue:43232|issue:43388", "issue:43761|issue:44079", - "issue:43526|issue:44857", "issue:43262|issue:44206", - "issue:44442|issue:45072", + "issue:43526|issue:44857", "issue:43441|issue:45588", - "issue:43723|issue:45479" + "issue:44442|issue:45072", + "issue:43723|issue:45479", + "issue:45003|issue:45440", + "issue:43526|issue:44610", + "issue:44743|issue:44811", + "issue:43452|issue:45588" ], - "prepared_review_unit_hash": "f9b43e8eec9e5b1c1df3d3e75e161ad316e0849bb95167d8e10685749b72c4bd", + "prepared_review_unit_hash": "f0a039896315f1523875d3ecddd89027e86accb92d71c1c996a318e6a882f8fe", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36210, - "estimated_input_tokens": 9053, - "estimated_eval_tokens": 18362 + "soft_pair_count": 29, + "serialized_chars": 36520, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All suggested soft links look like false positives: the paired issues span unrelated regressions across models, tokenizers, training, inference, and docs. No pair appears to describe the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue exists for this mixed, unrelated set; if one must be chosen, issue:44479 is the clearest standalone regression report with a concrete model-family scope.", + "summary": "This cluster is highly heterogeneous: the soft edges link unrelated bugs across different models, utilities, and failure modes. I reject all pairings as duplicates and do not see a single coherent canonical issue/PR for the set.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest representative issue in this set because it has a specific regression description and a well-scoped affected surface.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "One is a feature-extractor argument crash; the other is a Qwen video-input regression. Different code paths and failures." - }, - { - "left": "issue:43257", - "right": "issue:43278", - "accept": false, - "reason": "Different symptoms: MOE weight conversion/loading with accelerate+deepspeed vs embedding dtype drift between train and eval." - }, - { - "left": "issue:44610", - "right": "issue:45412", - "accept": false, - "reason": "Processor input-size mismatch vs model memory not being released. Distinct bugs." - }, - { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "Flash Attention test failures and void segmentation-map processing are unrelated." + "reason": "Both mention memory-related failure, but one is a processor/model input-size mismatch and the other is a model deletion/GC leak." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific missing class export vs generic dependency issue. Not the same import failure." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "MacOS bus error for a CLIP model vs documentation example errors. Different problem types." + "reason": "One is a missing Qwen2.5-VL import, the other is a vague dependency problem; no shared code-path or concrete fix." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation handling vs Gemma4 processor import dependency breakage. Separate failures." + "reason": "Auto-docstring annotation handling and a mistral_common import error are unrelated failures." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 implementation divergence vs D-FINE auxiliary-loss behavior. Different models and code paths." + "reason": "Different models and bugs: DeepseekV3MoE implementation divergence vs D-FINE auxiliary-loss behavior." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Trainer broadcast TypeError vs deepspeed Adafactor OOM. Not the same bug." + "reason": "Both are multimodal issues, but one is a MacOS bus error on a CLIP model and the other is a SigLIP2 docs-example mismatch/quantization failure." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs TrainerState counter not updating. Unrelated behavior." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Gradient checkpointing in eval mode vs resume checkpoint key mismatch. Different training-state issues." + "reason": "LayoutLMv3 box validation messaging and TrainerState token-count tracking are unrelated." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Tokenizer special-token registration vs AutoTokenizer loading failure for a different tokenizer." + "reason": "NoneType broadcast in Trainer and Adafactor OOM in DeepSpeed are different trainer/backend problems." }, { "left": "issue:45072", "right": "issue:45229", "accept": false, - "reason": "bf16 dtype mismatch in inference vs multi-GPU CUDA OOM. Not the same underlying issue." + "reason": "Dtype mismatch in specific models is not the same issue as Gemma4 multi-GPU OOM." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL config vs sliding-window issue in Qwen3-MoE. Different model families and failures." + "reason": "Qwen3-VL load-time pad_token_id attribute error and Qwen3-MoE sliding-window behavior are separate code paths." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are distinct training issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "ImageProcessor label-reduction bug vs LayoutLMv2 tokenizer NER/padding crash. Distinct preprocessing paths." + "reason": "BEiT reduce_labels behavior and LayoutLMv2Tokenizer NER/padding crashes are unrelated processor/tokenizer bugs." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings from sliding-window padding. Different mechanisms." + "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings from sliding-window attention are different failures." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation regression vs category-count limit error. Completely unrelated." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 error messaging vs CLIP MacOS bus error. No shared bug surface." + "reason": "Flash-attention generation behavior and the 2^24 categories limit are entirely unrelated." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention test breakage vs GenerationMixin import removal/breakage. Unrelated." + "reason": "Flash Attention 2 test failures do not match a GenerationMixin import error." }, { "left": "issue:29127", - "right": "issue:35141", + "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box validation messaging vs embedding reinit after resize. Different model lifecycle bugs." + "reason": "LayoutLMv3 error messaging and a CLIP bus error on MacOS are unrelated issues." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3-MoE vs Qwen3-VL shape mismatch at load. Different model types and failure modes." + "reason": "Qwen3Moe FP8 failure and Qwen3-VL weight-shape mismatch are different model-loading problems." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different subsystems: LayoutLMv3 box handling vs embedding reinitialization after resize." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs metric-gathering label truncation. Different subsystems." + "reason": "Generation kwargs syncing and metric-gathering label truncation are separate bugs." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVision hidden_states omission vs ModelOutput key assignment when previous value was None. Related area, but not the same bug." + "reason": "CLIPVisionModel missing hidden_states and ModelOutput key assignment are both output-related, but not the same underlying defect." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and a feature extractor center-arg crash are unrelated." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Label reduction in BEiT fast processor vs CUDA/AMP loss crash in LwDetrImageLoss. Different components." + "reason": "BEiT label reduction and LwDetrImageLoss AMP/CUDA crash have no shared code path." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Audio chat-template sampling-rate default vs LASR feature extractor center-arg crash. Unrelated." + "reason": "Both involve flash attention, but they are different failures in different models/code paths; too broad to merge." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer load failure vs bf16 dtype mismatch in inference. Not the same issue." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "FlashAttention failure in Ministral-3 vs flash_attention.py crashing on s_aux=None. Both touch flash attention, but different code paths and bugs." + "reason": "AutoTokenizer loading in v5 and zero-loss single-label classification are unrelated bugs." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence are different layers of the stack." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "BEiT reduce_labels and OmDet-Turbo input-size mismatch are different processor bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "AutoTokenizer loading failure vs zero-loss classification behavior. Different layers of the stack." + "reason": "Recurrent-state reset with cache and Whisper batch_decode skip_special_tokens are unrelated behaviors." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file breaking tokenizer/model loading and a flash-attention AttributeError are not the same issue." } ] }, @@ -7860,27 +8112,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:33290", "issue:34567", "issue:34689", "issue:35141", + "issue:36010", "issue:39692", "issue:41628", "issue:42907", "issue:43316", "issue:43381", - "issue:43452", "issue:43493", "issue:43525", - "issue:43526", "issue:43575", "issue:43611", "issue:43643", "issue:43646", "issue:43673", "issue:43701", + "issue:43720", "issue:43749", "issue:43761", "issue:43827", @@ -7896,261 +8148,268 @@ "issue:44479", "issue:44496", "issue:44743", - "issue:44811", + "issue:44871", + "issue:44877", "issue:44898", "issue:44913", "issue:44977", - "issue:45003", "issue:45216", "issue:45290", "issue:45372", - "issue:45440", "issue:45491", "issue:45584", "issue:45588", "issue:45600", + "issue:45656", "issue:45698" ], "soft_pairs": [ - "issue:45003|issue:45440", - "issue:44743|issue:44811", - "issue:43526|issue:43994", - "issue:43452|issue:45588", - "issue:43575|issue:43701", - "issue:43646|issue:44077", - "issue:45588|issue:45600", "issue:43316|issue:43525", + "issue:43646|issue:44077", "issue:43761|issue:44188", - "issue:44977|issue:45584", + "issue:45588|issue:45600", "issue:44479|issue:45290", - "issue:43575|issue:44387", + "issue:43575|issue:43701", + "issue:44977|issue:45584", "issue:43931|issue:45216", "issue:42907|issue:45698", + "issue:43575|issue:44387", "issue:39692|issue:45491", "issue:43994|issue:44206", "issue:43873|issue:45588", "issue:34689|issue:43611", - "issue:33290|issue:34567", - "issue:44442|issue:44898", "issue:43673|issue:44743", + "issue:44442|issue:44898", + "issue:33290|issue:34567", "issue:43493|issue:43827", + "issue:41628|issue:45372", "issue:43381|issue:43873", + "issue:44077|issue:44479", "issue:33290|issue:34689", "issue:33290|issue:35141", - "issue:41628|issue:45372", - "issue:44077|issue:44479", "issue:43643|issue:44913", + "issue:44190|issue:44496", "issue:43749|issue:43931", - "issue:44190|issue:44496" + "issue:43720|issue:44442", + "issue:43873|issue:44871", + "issue:33290|issue:45656", + "issue:34689|issue:36010", + "issue:43316|issue:44877" ], - "prepared_review_unit_hash": "d571a2723950c2b5913bcf969ba892dd0fa779d334a933207389bdcd0968716a", + "prepared_review_unit_hash": "e029fc329dda6967290b1a9e5fb145e3de1927be47b30c36a79ef5c93f622f18", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36741, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "soft_pair_count": 31, + "serialized_chars": 37063, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: the soft pairs share broad themes (loading, OOM, cache, docs) but not the same concrete bug or code path, so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated regressions across different models, processors, loading paths, and docs.", + "summary": "The cluster is heterogeneous and the soft pairs are mostly high-similarity false positives rather than true duplicates. No PRs are present. If an issue must be used as the cluster anchor, issue 43749 is the most broadly scoped and active loading/regression report.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43749 is the most central-looking anchor here: it is broad, active, open, and has inbound references, so it best fits a cluster representative even though the overall set is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for deduping the cluster; the overlaps are superficial rather than the same underlying defect.", + "best_issue_reason": "Issue 43749 is the best issue to keep as the representative because it has the strongest cross-thread activity and the broadest regression/loading scope among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45003", - "right": "issue:45440", - "accept": false, - "reason": "Both touch model internals, but one is about unsafe sys.modules access in modeling_utils and the other about DeepSeekV3 implementation divergence; different bugs." - }, - { - "left": "issue:44743", - "right": "issue:44811", - "accept": false, - "reason": "Recurrent-state reset under cache in qwen3.5 is unrelated to Whisper batch_decode skipping special tokens." - }, - { - "left": "issue:43526", - "right": "issue:43994", - "accept": false, - "reason": "reduce_labels truncating labels in BeitImageProcessorFast is a different processor bug than SigLIP2 nonsensical outputs with AutoModel/pipeline." - }, - { - "left": "issue:43452", - "right": "issue:45588", - "accept": false, - "reason": "gguf_file loading failures and flash_attention crashes on s_aux=None affect different code paths and failure modes." - }, - { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B-A14B-Instruct is not the same as a resume_from_checkpoint key mismatch." + "reason": "Both are config/API complaints, but they concern different models and different missing fields; not the same bug." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization regression and patchtsmixer post_init policy are distinct model-construction issues." - }, - { - "left": "issue:45588", - "right": "issue:45600", - "accept": false, - "reason": "flash_attention.py crashing on sink-less models is unrelated to stale auto_mappings references breaking CI." - }, - { - "left": "issue:43316", - "right": "issue:43525", - "accept": false, - "reason": "Gemma3TextConfig API inconsistency and missing pad_token_id on Llama4Config are different config-schema problems." + "reason": "Both mention initialization/post_init, but one is a broad Transformers 5.0 custom init regression while the other is a model-specific restriction." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and diverging attention kernels under torch.compile are different defects." + "reason": "Unrelated code paths: CLIP vision hidden_states regression vs attention-kernel divergence under torch.compile." }, { - "left": "issue:44977", - "right": "issue:45584", + "left": "issue:45588", + "right": "issue:45600", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues and Whisper empty-transcription handling do not share the same code path." + "reason": "Different failures entirely: flash_attention s_aux handling vs stale auto_mappings references to removed configs." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression in Qwen models is unrelated to apply_chat_template crashing on tool-call assistant messages." + "reason": "Different subsystems and symptoms: video input regression for Qwen VL models vs chat-template tool-call handling." }, { "left": "issue:43575", - "right": "issue:44387", + "right": "issue:43701", + "accept": false, + "reason": "OOM on tensor-parallel model load is not the same as a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "Both are OOM-related, but one is tensor-parallel model loading and the other is increased reserved memory under int4 quantization; not the same bug." + "reason": "Both are generation bugs, but they affect different models and different failure modes." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch while loading a model is different from a save_pretrained checkpoint regression." + "reason": "Both involve Qwen variants, but one is a weight-shape load error and the other is a bad save_pretrained regression." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Dequantized Ministrals/Devstrals save failure and wrong custom module load after save_pretrained are separate save/load bugs." + "reason": "Both touch save/load, but one is about saving dequantized models and the other about loading the wrong custom module." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM reports, but the trigger is different: tensor-parallel loading vs int4 quantization memory growth." }, { "left": "issue:39692", "right": "issue:45491", "accept": false, - "reason": "SigLIP2 documentation example errors are unrelated to Gemma3 NaN embeddings with mixed-length batching." + "reason": "Documentation/example errors for SigLIP2 are unrelated to Gemma3 NaN embeddings on GPU." }, { "left": "issue:43994", "right": "issue:44206", "accept": false, - "reason": "SigLIP2 output quality issues and LasrFeatureExtractor center-arg crash are different components with different failures." + "reason": "Different root causes: nonsensical SigLIP2 outputs vs a LasrFeatureExtractor argument incompatibility." }, { "left": "issue:43873", "right": "issue:45588", "accept": false, - "reason": "Quantization offloading behavior and flash_attention sink-less AttributeError are not the same underlying problem." + "reason": "Quantization/offloading behavior and a flash_attention AttributeError are not the same code-path problem." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "These are both loading regressions, but they stem from different version changes and different loader assumptions." + "reason": "Both are model-loading regressions, but they describe different failures and different model families." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "AdaFactor/DeepSpeed OOM and TrainerState num_input_tokens_seen not updating are unrelated trainer bugs." + "reason": "Generation cache issues, but one is a v5 chunked_prefill cache import/regression and the other is Qwen3.5 recurrent-state resetting." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure for FastSpeech2Conformer and Perceiver non-default-resolution classification failure are different model/processor issues." + "reason": "Tokenizer-loading failure vs image classification resizing failure; no common underlying bug." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill and recurrent-state reset with cache are both cache-themed, but not the same defect." + "reason": "Unrelated training issues: deepspeed/adafactor OOM vs TrainerState token counter not updating." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy is unrelated to documentation still referencing pipeline() after removals." + "reason": "SigLIP2 implementation mismatch and pipeline-docs breakage are different issues." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but they involve different symbols, packages, and loading paths." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and offloading under quantization affect different subsystems and failure modes." + "reason": "Gradient-checkpointing eval-mode behavior is unrelated to quantization offloading." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "A post_init constraint on patchtsmixer is unrelated to Qwen VL video-input regression." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "AdaFactor/DeepSpeed OOM does not match a Llama 3.2 model-loading regression in Transformers 4.46.2." + "reason": "OOM during deepspeed optimizer use is not the same as Llama model loading failure." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM during training with AdaFactor/DeepSpeed is unrelated to output embedding reinitialization after resize_token_embeddings." + "reason": "Adafactor/deepspeed OOM and embedding reinitialization after resize are different bugs." }, { - "left": "issue:41628", - "right": "issue:45372", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "AutoImageProcessor import failure and ReasoningEffort import failure are both import errors, but for different modules and loading flows." + "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload drift are unrelated config issues." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + "reason": "Local dataset loading in a training script is unrelated to unrecognized-model config loading." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is different from rotary_pct not persisting on reload." + "reason": "Both are load-time problems, but one is FSDP CPU-efficient loading and the other is a Qwen3-VL weight-shape mismatch." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage and Qwen3-VL weight-shape mismatch are distinct loading problems." + "reason": "BitNet accelerate-loading unpacking is unrelated to tokenizer loading." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id config mismatch are different issues." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Different DeepSpeed symptoms: optimizer OOM vs optimizer.step being called twice." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Different import/load failures: Llama model loading vs GenerationMixin import path breakage." + }, + { + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to AutoModel failing on an unrecognized custom model type." + "reason": "Config API discrepancy for Gemma3TextConfig is unrelated to strict config loading for granite_speech." } ] }, @@ -8172,15 +8431,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:16998", "issue:22355", "issue:25251", "issue:28282", - "issue:33290", - "issue:34689", - "issue:36010", "issue:41950", "issue:42175", "issue:43065", @@ -8190,22 +8446,26 @@ "issue:43388", "issue:43404", "issue:43441", + "issue:43452", "issue:43475", "issue:43540", "issue:43550", + "issue:43606", + "issue:43646", "issue:43688", "issue:43701", "issue:43716", - "issue:43720", "issue:43742", "issue:43761", "issue:43825", "issue:43856", - "issue:43873", + "issue:43931", + "issue:44060", "issue:44077", "issue:44162", - "issue:44442", + "issue:44242", "issue:44479", + "issue:44496", "issue:44514", "issue:44534", "issue:44617", @@ -8213,235 +8473,234 @@ "issue:44792", "issue:44855", "issue:44871", - "issue:44877", + "issue:44913", "issue:44936", "issue:45127", "issue:45137", "issue:45200", "issue:45406", "issue:45584", - "issue:45656", "issue:45698" ], "soft_pairs": [ - "issue:43720|issue:44442", - "issue:43873|issue:44871", - "issue:34689|issue:36010", - "issue:33290|issue:45656", - "issue:43381|issue:43856", "issue:44162|issue:44792", - "issue:43316|issue:44877", "issue:44855|issue:45137", + "issue:43381|issue:43856", "issue:43540|issue:44514", "issue:42175|issue:43316", "issue:43404|issue:43441", - "issue:43381|issue:43742", "issue:43388|issue:43688", - "issue:25251|issue:28282", "issue:41950|issue:43475", - "issue:16998|issue:22355", "issue:43316|issue:43716", + "issue:43381|issue:43742", + "issue:16998|issue:22355", + "issue:25251|issue:28282", "issue:43295|issue:43825", "issue:43065|issue:44617", "issue:44871|issue:45584", "issue:43761|issue:44479", + "issue:45127|issue:45200", "issue:44077|issue:44534", + "issue:44936|issue:45698", "issue:43295|issue:44871", - "issue:45127|issue:45200", - "issue:44936|issue:45698", "issue:44734|issue:45406", - "issue:43550|issue:43701" + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43761|issue:44242", + "issue:43931|issue:44060" ], - "prepared_review_unit_hash": "7ff6cfc9cd395374e70c958004baa47f62c00131dd4a165f54447c0e30209713", + "prepared_review_unit_hash": "49c8292659c5a3e5985f932830cd32be43bd8129667f34ce9d1368ecbdb6d8b3", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35585, - "estimated_input_tokens": 8897, - "estimated_eval_tokens": 18050 + "serialized_chars": 35708, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are not a single duplicate cluster; they span many unrelated Transformers bugs across loading, processors, training, serving, and model-specific regressions. No soft edge looks like the same underlying bug/change, so all candidate links should stay unmerged.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43873 is the most active, broadly impactful report in the set, so it is the best representative issue here even though the overall cluster is too heterogeneous to treat as one duplicate family.", + "summary": "The cluster is a loose collection of unrelated Transformers issues spanning model loading, multimodal processors, training/runtime regressions, and packaging/import problems. I did not find any soft pair that looks like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No true duplicate center stands out because the issues are largely unrelated. If one issue must serve as the anchor, issue 44534 is the broadest framework-level regression report and is more representative than the model-specific edge cases.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 has the strongest combination of discussion activity and inbound references, and it describes a concrete user-facing bug rather than a narrow edge-case question.", + "best_issue_reason": "Issue 44534 is the best overall representative because it describes a general v5 regression with potentially wide impact, whereas most other items are narrow, model-specific, or packaging/import quirks.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43720", - "right": "issue:44442", - "accept": false, - "reason": "Different failures: BitNet packed-weight loading during Accelerate load vs AutoTokenizer failing on a specific tokenizer class." - }, - { - "left": "issue:43873", - "right": "issue:44871", - "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id configuration mismatch." - }, - { - "left": "issue:34689", - "right": "issue:36010", - "accept": false, - "reason": "Llama 3.2 Vision model-loading regression is not the same as a missing GenerationMixin import path issue." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Both mention DeepSpeed, but one is an OOM with Adafactor while the other is double optimizer stepping; different bugs." - }, - { - "left": "issue:43381", - "right": "issue:43856", - "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory usage are unrelated runtime problems." - }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure do not share the same code path." + "reason": "Different models and failure modes: ESM2 workflow breakage vs a janus image-generation test failure." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Gemma3TextConfig API mismatch is distinct from strict config loading failing for granite_speech." + "reason": "Import-time IndentationError in DebertaV2Model is unrelated to the DeepSpeed ZeRO3 deque pop error." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43381", + "right": "issue:43856", "accept": false, - "reason": "DebertaV2 import parsing on Python 3.13 and DeepSpeed ZeRO3 deque errors are unrelated." + "reason": "Gradient checkpointing in eval mode is a runtime-mode bug; Qwen3 MoE memory usage is a training efficiency issue." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError is not the same as batched apply_chat_template padding failure." + "reason": "Both are multimodal, but one is a video-input validation failure in Qwen3OmniMoe and the other is a batched apply_chat_template padding bug in Qwen2_5_VL." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Packaging/backend dependency omission is unrelated to a Gemma3TextConfig API discrepancy." + "reason": "Packaging/dependency backend omission is unrelated to Gemma3TextConfig API inconsistency." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying bug in Mistral3ForConditionalGeneration is a different problem than FlashAttention failure for Ministral-3." + "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failure are different concrete code-path problems." }, { - "left": "issue:43381", - "right": "issue:43742", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Checkpointing/eval-mode semantics do not match a MobileLLM-125M key error while loading weights." + "reason": "Metric gathering drops tuple labels; auxiliary-loss normalization is a separate model-loss bug." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Metric gathering drops labels in the last batch, while the other is about auxiliary loss normalization." + "reason": "Video pipeline processor lookup and Sam3Video output attribute access are unrelated issues in different components." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Pipeline top_k nesting behavior and a missing transformers.onnx module are unrelated." + "reason": "Config API discrepancy is not the same bug as an image preprocessor/model dtype mismatch." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43381", + "right": "issue:43742", "accept": false, - "reason": "Video-classification looking for image processors is not the same as Sam3VisionEncoderOutput missing an attribute." + "reason": "Gradient checkpointing eval-mode behavior and MobileLLM key loading errors have no shared root cause." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question for DeBERTa-V3 is not the same as a transformers.onnx import error." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image-preprocessor dtype mismatch are different model issues." + "reason": "Pipeline top_k output shape change is unrelated to the PyTorch-missing ImportError." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 is distinct from an incorrect pipeline error message about translation support." + "reason": "Processor/tokenizer access regression is a different bug from an inaccurate pipeline error message about translation support." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are separate SAM3 problems, not one bug." + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as a Sam3Video CUDA OOM." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure after align_special_tokens are different tokenizer issues." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different model-path failures." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression affect different models and code paths." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Optional post_init handling for patchtsmixer is unrelated to non-persistent buffer junk in Transformers v5." + "reason": "LoRA merge with extended vocabulary causing collapse is unrelated to Gemma 4 mm_token_type_ids defaults." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Processor.tokenizer regression and Gemma eos_token_id mismatch do not share a concrete fix." + "reason": "PatchTSMixer post_init policy and non-persistent buffer junk are separate v5 cleanup/regression topics, not the same bug." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:44936", + "right": "issue:45698", "accept": false, - "reason": "LoRA merge collapse with extended vocabulary is not the same as mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "trainer.evaluate() after train() and wrong custom module loading after save_pretrained are distinct training vs serialization problems." }, { - "left": "issue:44936", - "right": "issue:45698", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Trainer evaluate-after-train behavior and wrong custom module loading after save_pretrained are unrelated." + "reason": "Processor/tokenizer access regression is unrelated to Gemma-3 eos_token_id inconsistency." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache tensor indexing in transformers serve is a different code path from Gemma4Processor missing _tokenizer." + "reason": "Serve KV-cache continuation indexing bug and Gemma4Processor missing _tokenizer are different server failures." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Bamba SDPA torch.compile failure and resume_from_checkpoint key mismatch are not the same underlying bug." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a different root cause from checkpoint key naming/loading." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5 is not the same as rotary_pct silently resetting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loader argument handling and missing model_type in config.json are both loading-related but not the same concrete defect." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to missing load-balancing loss when output_router_logits=False." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load and Qwen3-Next tied-weights warning are different weight/config issues in different models." } ] }, @@ -8463,40 +8722,39 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:32090", "issue:35141", "issue:41720", "issue:42617", "issue:43065", + "issue:43335", "issue:43388", - "issue:43452", + "issue:43550", "issue:43575", - "issue:43606", - "issue:43646", + "issue:43644", "issue:43650", - "issue:43701", "issue:43742", "issue:43761", "issue:43827", "issue:43906", - "issue:43931", + "issue:43976", "issue:43994", - "issue:44060", + "issue:44077", "issue:44079", "issue:44190", "issue:44220", - "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:44933", @@ -8512,29 +8770,25 @@ "issue:45542", "issue:45563", "issue:45584", + "issue:45588", "issue:45600" ], "soft_pairs": [ - "issue:43606|issue:43701", - "issue:43646|issue:44913", - "issue:43452|issue:44496", "issue:43575|issue:43742", - "issue:43761|issue:44242", - "issue:43931|issue:44060", - "issue:42617|issue:43575", "issue:44617|issue:45584", + "issue:42617|issue:43575", "issue:45563|issue:45584", - "issue:41720|issue:43575", - "issue:32090|issue:35141", "issue:43906|issue:45290", + "issue:32090|issue:35141", "issue:44521|issue:45381", + "issue:41720|issue:43575", + "issue:44479|issue:44734", "issue:44933|issue:45362", "issue:44464|issue:44871", - "issue:44479|issue:44734", "issue:43065|issue:44610", "issue:43827|issue:43994", - "issue:44792|issue:44977", "issue:44464|issue:45563", + "issue:44792|issue:44977", "issue:44534|issue:44913", "issue:41720|issue:45245", "issue:44190|issue:44964", @@ -8542,204 +8796,223 @@ "issue:44938|issue:45542", "issue:43388|issue:44079", "issue:45127|issue:45357", - "issue:43650|issue:44220" + "issue:43650|issue:44220", + "issue:44855|issue:45588", + "issue:43761|issue:44743", + "issue:43335|issue:44855", + "issue:43976|issue:44855", + "issue:44077|issue:44079", + "issue:43644|issue:44913", + "issue:43550|issue:44190" ], - "prepared_review_unit_hash": "b417cbd350b91541d46bbbdaf9bb20dea68e498d3f350fb2a57b79de0904ec8b", + "prepared_review_unit_hash": "54f36fec3d66d4c9620de38880d697f87a83b829be04ad064e4803965333a645", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35917, - "estimated_input_tokens": 8980, - "estimated_eval_tokens": 18216 + "soft_pair_count": 30, + "serialized_chars": 36588, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs across different models, APIs, and regressions, so none should be merged as duplicates. The broadest issue here is 43646, but it is only a loose anchor, not a true canonical duplicate target.", - "confidence": 0.18, - "canonical_issue_reason": "issue:43646 is the broadest regression-style report in the set and the least specific anchor, but it does not actually subsume the other issues.", + "summary": "The cluster is highly heterogeneous: the soft matches mostly share only broad subsystem keywords (generation, multimodal, loading, config) but not the same concrete bug. I would keep all soft edges rejected. If a single representative issue is needed, issue:44521 is the strongest canonical-style report because it is specific, active, and already externally referenced.", + "confidence": 0.89, + "canonical_issue_reason": "If forced to pick one representative issue, issue:44521 is the best canonical candidate: it describes a concrete multimodal chat_template bug, has inbound references, and is narrower/more actionable than the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue by scope, though the cluster itself is too mixed for it to be a strong duplicate canonical.", + "best_issue_reason": "Issue:44521 is the highest-signal standalone bug report in the set: specific failure mode, clear scope, and existing references suggest it is the most suitable anchor issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43606", - "right": "issue:43701", - "accept": false, - "reason": "Different failures: CPU offload device mismatch vs checkpoint key mismatch." - }, - { - "left": "issue:43646", - "right": "issue:44913", - "accept": false, - "reason": "Custom model initialization regression vs config reload losing rotary_pct; not the same bug." - }, - { - "left": "issue:43452", - "right": "issue:44496", - "accept": false, - "reason": "GGUF loading path breakage vs unknown-model config error; unrelated loading problems." - }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "TP OOM on a large Qwen model vs key error loading MobileLLM; different code paths." - }, - { - "left": "issue:43761", - "right": "issue:44242", - "accept": false, - "reason": "CLIP hidden_states regression vs MoE router loss omission; not the same underlying issue." + "reason": "Different models and failure modes: tensor-parallel OOM vs a loading KeyError." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Shape mismatch while loading Qwen3-VL vs incorrect tied-weights warning in Qwen3-Next; different bugs." + "reason": "Unrelated bugs: SAM3 video OOM versus Whisper empty-transcription generation failure." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure vs tensor-parallel OOM; no concrete overlap." - }, - { - "left": "issue:44617", - "right": "issue:45584", - "accept": false, - "reason": "Sam3Video OOM vs Whisper empty transcription crash; unrelated." + "reason": "A generic 3d_parallel.py execution problem is not the same as Qwen loading OOM." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Paged generate warning behavior vs Whisper transcription failure; different features." + "reason": "A stale warning about num_return_sequences is unrelated to Whisper crashing on empty transcription." }, { - "left": "issue:41720", - "right": "issue:43575", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Auto device mapping cuda assert on Qwen3 vs TP OOM on Qwen2; distinct failures." + "reason": "The first is only a reproduction of another issue; the second is a specific apply_chat_template crash, and there is no clear evidence they are the same bug." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast NoneType error vs embedding reinit after resize; different mechanisms." + "reason": "Trainer broadcast TypeError and embedding reinitialization in post_init are different code paths." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Isolated reproduction of another issue vs chat template crash on tool-call messages; no clear same bug." + "reason": "Both are multimodal, but assistant_mask generation and wrong vision_position_ids are distinct defects." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "A device-mapping cudaErrorAssert is not the same as a tensor-parallel OOM." + }, + { + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "All-zero assistant masks vs wrong vision_position_ids; both multimodal, but not the same defect." + "reason": "Video-input regression for Qwen models and KV-cache continuation indexing are different concrete bugs." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils vs Qwen3.5 chat crash; unrelated." + "reason": "A missing import and a Qwen3.5 chat crash are not the same underlying issue." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Chunked generation inconsistency vs EOS config mismatch; different problems." - }, - { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "Video input regression in Qwen VL models vs serve KV-cache indexing bug; unrelated." + "reason": "Chunked generation inconsistency and eos_token_id config mismatch are unrelated." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs processor/model resolution mismatch; not the same issue." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo input-size mismatch." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing removed pipeline() vs siglip2 model producing nonsense; different categories." + "reason": "Docs still referencing pipeline() is not the same as a bad pipeline result for SigLIP2." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation bug; unrelated." + "reason": "Compiled-forward generation inconsistency and a stale warning are unrelated." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs stale warning in paged generate; not a duplicate." + "reason": "Different models and symptoms: Janus image-generation test failure versus Qwen3.5 flash-attention generation bug." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization bug vs rotary_pct reload bug; both config-adjacent but distinct." + "reason": "Non-persistent buffers being junk-filled is not the same as rotary_pct not persisting on reload." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Device-mapping CUDA assert vs category-count limit error; unrelated." + "reason": "Device-mapping cuda asserts and category-count limit errors are unrelated." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in an example script vs model loading failure for Phi-4 multimodal; different targets." + "reason": "Local dataset loading in a no-trainer script is unrelated to loading a specific multimodal model." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure vs auto_mappings reference cleanup; unrelated CI issues." + "reason": "Janus image-generation test breakage and stale auto_mappings config references are different failures." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure vs tensorboard-only TensorFlow backend error; different root causes." + "reason": "Python 3.14 import/load failure and tensorboard-without-TF backend error are different environment issues." }, { "left": "issue:43388", "right": "issue:44079", "accept": false, - "reason": "Metric gathering truncation bug vs ModelOutput key assignment with None; not the same behavior." + "reason": "Metric gathering dropping tuple labels is unrelated to ModelOutput key assignment when a previous key was None." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA/extended-vocab collapse vs incorrect visual-encoder keys on save_pretrained; unrelated." + "reason": "LoRA merge/vocab collapse and incorrect visual-encoder save_pretrained keys are separate bugs." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Non-descriptive data request vs fbank feature extraction issue; no duplicate relation." + "reason": "A vague request for data and an fbank feature extraction issue do not describe the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "A Python 3.13 IndentationError in DebertaV2Model is unrelated to flash_attention.py failing on s_aux=None." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen recurrent-state reset are different model-path bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and a DebertaV2 import parsing error are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "A broad Python-version compatibility complaint is not the same as the DebertaV2 JIT parsing failure." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "An optional post_init constraint issue is unrelated to ModelOutput None-key assignment." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk values and rotary_pct reload behavior are different configuration/state bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "A torch.compile SDPA model failure is unrelated to loading a local dataset in a training script." } ] }, @@ -8761,7 +9034,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:36246", "issue:38175", @@ -8770,287 +9043,302 @@ "issue:41628", "issue:41950", "issue:42175", + "issue:42907", "issue:43065", "issue:43116", "issue:43295", - "issue:43335", + "issue:43299", "issue:43404", + "issue:43441", "issue:43479", + "issue:43531", "issue:43540", - "issue:43550", "issue:43643", - "issue:43644", - "issue:43761", + "issue:43673", "issue:43976", "issue:44016", - "issue:44077", - "issue:44079", + "issue:44062", "issue:44112", "issue:44186", "issue:44190", "issue:44220", "issue:44246", "issue:44279", + "issue:44336", "issue:44466", "issue:44496", "issue:44561", "issue:44683", "issue:44734", - "issue:44743", - "issue:44855", "issue:44913", + "issue:44964", + "issue:44987", "issue:45003", "issue:45216", "issue:45245", "issue:45276", + "issue:45335", "issue:45375", "issue:45406", "issue:45446", "issue:45584", - "issue:45588", "issue:45600", "issue:45632" ], "soft_pairs": [ - "issue:44855|issue:45588", - "issue:43761|issue:44743", - "issue:43644|issue:44913", - "issue:43335|issue:44855", - "issue:43976|issue:44855", - "issue:44077|issue:44079", - "issue:43550|issue:44190", "issue:43540|issue:44734", - "issue:45276|issue:45584", "issue:44112|issue:45600", + "issue:45276|issue:45584", "issue:43116|issue:44190", - "issue:43295|issue:45276", "issue:41950|issue:44016", "issue:39692|issue:44190", "issue:43479|issue:45375", - "issue:45245|issue:45584", + "issue:43295|issue:45276", "issue:44734|issue:45632", + "issue:45245|issue:45584", "issue:36246|issue:41628", "issue:43404|issue:45216", "issue:36246|issue:38617", "issue:44016|issue:44220", "issue:44561|issue:45632", - "issue:38175|issue:43065", - "issue:42175|issue:44279", "issue:44683|issue:45446", + "issue:42175|issue:44279", + "issue:38175|issue:43065", "issue:44186|issue:44734", "issue:45406|issue:45632", "issue:44466|issue:44913", "issue:44246|issue:45003", - "issue:43643|issue:44496" + "issue:43643|issue:44496", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:44964|issue:45600", + "issue:43295|issue:45335", + "issue:43299|issue:45216", + "issue:43976|issue:44987", + "issue:43673|issue:44336", + "issue:44112|issue:44964", + "issue:43531|issue:45600" ], - "prepared_review_unit_hash": "f824b19d4ca484c164a06a5e80e3f09550f586a610ec516457094c4c78e9b7ad", + "prepared_review_unit_hash": "4a521767983f6749dbb4722576c787278359467298185ed42c8b018cd90cdc40", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36370, - "estimated_input_tokens": 9093, - "estimated_eval_tokens": 18442 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37342, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are largely unrelated single-issue reports across different models, configs, and example scripts. None of the soft-edge pairs look like the same underlying bug or change, so all soft links are rejected.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45003 is the broadest low-level runtime bug in the set and is still open, making it the best single representative if one issue must be chosen.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues: import/export regressions, multimodal model loading problems, pipeline/example bugs, config/serialization regressions, and CI/test flakes. I don\u2019t see a tight duplicate set, so I would not accept any soft-edge merges.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44964 is the broadest active user-facing regression in the set and is closest to the recurring latest-transformers multimodal loading failures, but the overall cluster is still heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 has the widest potential impact because it targets a core utility path (`modeling_utils` / `sys.modules`) rather than a model-specific edge case.", + "best_issue_reason": "issue:44964 is the most representative anchor among these issues because it has a concrete reproduction, active discussion, and the widest apparent applicability within the group.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Different failures: Python 3.13 import/parsing error vs flash-attention `s_aux=None` crash in sink-less models." - }, - { - "left": "issue:43761", - "right": "issue:44743", - "accept": false, - "reason": "Unrelated code paths: CLIP vision hidden states regression vs Qwen3.5 recurrent-state caching bug." - }, - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "Different bug classes: non-persistent buffer serialization junk vs GPTNeoX config reload dropping `rotary_pct`." - }, - { - "left": "issue:43335", - "right": "issue:44855", - "accept": false, - "reason": "SwitchTransformers config construction issue is unrelated to DebertaV2 import parsing on Python 3.13." - }, - { - "left": "issue:43976", - "right": "issue:44855", - "accept": false, - "reason": "Python version support regression is not the same as the DebertaV2 `@torch.jit.script` parsing/import failure." - }, - { - "left": "issue:44077", - "right": "issue:44079", - "accept": false, - "reason": "Both are model-object bugs, but one is about `post_init` policy and the other is about `ModelOutput` key assignment; not the same defect." - }, - { - "left": "issue:43550", - "right": "issue:44190", - "accept": false, - "reason": "Bamba SDPA/torch.compile failure is unrelated to the local-dataset loading problem in an image-classification example script." - }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video processing error and `transformers serve` KV-cache indexing crash are different subsystems and symptoms." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Gemma4 embedding resize bug and Whisper empty-transcription generation failure are distinct model-specific behaviors." + "reason": "Different bugs: Qwen3OmniMoe video-input handling vs transformers serve KV-cache continuation indexing." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI failure in GraniteSpeech device override tests is unrelated to stale Sam3LiteText auto-mapping references." + "reason": "Both touch CI-related failures, but one is a GraniteSpeech test flake and the other is an auto_mappings reference cleanup issue." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Different example scripts and failure modes: multi-label classification empty outputs vs local dataset loading." + "reason": "Unrelated symptoms: Gemma4 resize_token_embeddings propagation vs Whisper empty-transcription generation failure." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Gemma4 embedding/output weight resize behavior." + "reason": "Different example scripts and different failure modes: multi-label classification output vs local dataset loading." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline processor lookup bug is unrelated to a notebook syntax error." + "reason": "Pipeline processor lookup bug vs notebook syntax error; no shared underlying code path." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs/model-processor mismatch and quantization issue is not the same as the image-classification local dataset loader bug." + "reason": "Both are example-script issues, but one is a SigLIP2 docs/model mismatch and the other is dataset loading for image classification." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config bugs in different models; one is default initialization, the other is a missing field dropped by strict handling." + "reason": "Both are config-shape problems in multimodal models, but they concern different models and different config initialization behaviors." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Category-count runtime limit and Whisper empty-transcription handling are unrelated." + "reason": "Processor/tokenizer regression is unrelated to Gemma4 token embedding resizing behavior." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "KV-cache continuation crash in server responses is unrelated to trust-remote-code cache-path collisions." + "reason": "Serve KV-cache indexing crash is unrelated to trust_remote_code cache-path collisions." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "No overlap: category-count limit in embeddings vs Whisper generation after special-token alignment." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but one is a missing model-specific image processor export and the other is a missing top-level `AutoImageProcessor` export." + "reason": "Both are import errors, but they involve different missing symbols and different import surfaces." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 tied-weight serialization bug and Qwen3.5 save_pretrained regression affect different model families and code paths." + "reason": "Different regressions: tied lm_head weights in Mistral3 vs incorrect checkpoint serialization in Qwen3.5." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing symbols from different modules; no shared underlying bug." + "reason": "Different missing names in different modules; no clear shared root cause." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and `_torch_extract_fbank_features()` issue are unrelated." + "reason": "Notebook syntax error is unrelated to the audio feature-extraction failure." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Both involve `trust_remote_code`, but one is a removed API dependency break and the other is a local cache-directory collision." + "reason": "One is a removed-helper breakage for trust_remote_code models; the other is a local cache-path collision." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "SigLIP2 zero-probability behavior and Sam3PixelDecoder dummy-conv issue are different model-specific bugs." + "reason": "Both are flex_attention-related, but one is a compiled runtime failure and the other is a version-check/import issue." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Specific missing TensorFlow backend in `.[torch]` install is not the same as a generic dependency issue." + "reason": "General dependency packaging complaint, but not the same backend-selection problem." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Both touch flex_attention, but one is compiled flex_attention on torch>=2.9 and the other is an incorrect version check for AuxRequest import; not the same concrete bug." + "reason": "Unrelated model/runtime behavior: SigLIP2 zero probabilities vs a dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to server KV-cache continuation indexing." + "reason": "Tokenizer crashes on NER/padding are unrelated to serve KV-cache continuation indexing." }, { "left": "issue:45406", "right": "issue:45632", "accept": false, - "reason": "Gemma4Processor missing `_tokenizer` and trust-remote-code cache collisions are different failure modes." + "reason": "Gemma4Processor missing _tokenizer is a processor API regression, not a cache-path collision." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Both concern config/serialization state, but one is tied-weight serialization and the other is `rotary_pct` reload behavior; not the same bug." + "reason": "Both involve config/serialization persistence, but one is tied lm_head serialization and the other is GPTNeoX rotary_pct reload handling." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import-time slowness and unsafe `sys.modules[]` access are different runtime concerns." + "reason": "Import latency and unsafe sys.modules access are related at most indirectly; not the same bug." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields from `AutoConfig.from_pretrained` with `trust_remote_code` is a different problem from an unrecognized model/config schema error." + "reason": "Both are config-loading issues, but one drops fields under trust_remote_code and the other lacks model_type for an unrecognized model." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different Ministral failures: dequantized save_pretrained vs FlashAttention runtime on v5 RC." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken special-argument duplication." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading regression is unrelated to auto_mappings referring to removed Sam3LiteText configs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different resize_token_embeddings regressions with different affected code paths and models." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regressions, but one breaks model loading and the other breaks save_pretrained checkpoint correctness." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version support problem vs a model-loading failure on a specific package version; not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI terminal formatting are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test flake in GraniteSpeech is not the same bug as Phi-4 multimodal model loading." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings config references." } ] }, @@ -9072,42 +9360,43 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ + "issue:38175", + "issue:39692", "issue:41950", - "issue:42907", "issue:43295", "issue:43299", "issue:43381", - "issue:43441", + "issue:43450", "issue:43479", "issue:43525", "issue:43526", - "issue:43531", "issue:43577", "issue:43650", - "issue:43673", "issue:43824", "issue:43854", "issue:43901", "issue:43976", "issue:44016", - "issue:44062", "issue:44075", - "issue:44112", "issue:44242", + "issue:44261", + "issue:44263", "issue:44279", - "issue:44336", + "issue:44291", + "issue:44297", "issue:44351", "issue:44368", "issue:44462", "issue:44496", "issue:44521", + "issue:44617", "issue:44683", + "issue:44779", "issue:44877", "issue:44933", "issue:44964", - "issue:44987", "issue:45020", "issue:45042", "issue:45081", @@ -9120,249 +9409,255 @@ "issue:45405", "issue:45542", "issue:45584", - "issue:45593", - "issue:45600" + "issue:45593" ], "soft_pairs": [ - "issue:42907|issue:43441", - "issue:44016|issue:44062", - "issue:43295|issue:45335", - "issue:44964|issue:45600", - "issue:43299|issue:45216", - "issue:43976|issue:44987", - "issue:44112|issue:44964", - "issue:43531|issue:45600", - "issue:43673|issue:44336", - "issue:44496|issue:45042", "issue:43824|issue:44933", + "issue:44496|issue:45042", "issue:43854|issue:44964", "issue:43976|issue:44279", - "issue:45335|issue:45584", "issue:43526|issue:43901", + "issue:45335|issue:45584", "issue:43299|issue:45357", "issue:44075|issue:44368", - "issue:43381|issue:45593", "issue:44521|issue:45325", + "issue:43381|issue:45593", "issue:43577|issue:45216", - "issue:43901|issue:44496", "issue:44351|issue:45278", "issue:43976|issue:45405", + "issue:43901|issue:44496", "issue:44242|issue:45200", "issue:41950|issue:45020", "issue:43479|issue:43525", "issue:44462|issue:45081", "issue:41950|issue:43650", "issue:44496|issue:44877", - "issue:44683|issue:45542" + "issue:44683|issue:45542", + "issue:44297|issue:44462", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:44462|issue:44779", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:38175|issue:44617", + "issue:44016|issue:44291", + "issue:43450|issue:44279", + "issue:44261|issue:44263" ], - "prepared_review_unit_hash": "90e40a3510f7777b78d0c824ea71d16084f806c84d31036897392d5e6ae759f7", + "prepared_review_unit_hash": "04725aa6b5ec28fc0178e814ed68a65abbc80ab8b98ce0e27fd6c4e36afe14c2", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36594, - "estimated_input_tokens": 9149, - "estimated_eval_tokens": 18554 + "soft_pair_count": 31, + "serialized_chars": 36976, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports, with a few recurring themes around v5 regressions, model loading, and multimodal processors. None of the soft-similarity pairs look like the same underlying bug/change, so no pair should be merged as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45020 is the best umbrella issue because it is the broadest and most representative of the recurring v5 regression / model-loading breakage theme in this set.", + "summary": "This cluster is mostly a loose collection of distinct Transformers regressions, model-loading failures, tokenizer/processor bugs, and documentation issues. The soft pairs share broad themes, but they do not look like the same underlying bug or change.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45020 is the best umbrella candidate: it is an open, broad regression report about recent Transformers versions breaking remote-code model loading, which matches the cluster\u2019s recurring version/regression-loading theme better than the more model-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest standalone issue: it is broad, clearly framed, and most likely to subsume related model-loading regressions if any were to be grouped.", + "best_issue_reason": "issue:45020 is the most central and reusable issue for triage because it captures the broad regression pattern seen across several loading/import failures without being as narrowly tied to one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Different failures: saving dequantized Ministrals/Devstrals vs FlashAttention load failure for Ministral-3." + "reason": "Both are import-related, but one is a missing Qwen2.5-VL export and the other is an invalid image_utils import; different symbols and failure paths." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated bugs." + "reason": "One is model/config recognition failure; the other is PIL image processors incorrectly requiring torchvision. Same broad area, different bug." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Different model families and different code paths: processor/tokenizer regression vs t5gemma embedding resize bug." + "reason": "Both are model-loading problems, but for different models and likely different root causes; not the same concrete bug." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Phi-4 multimodal loading issue vs stale auto_mappings reference to removed Sam3LiteText configs." + "reason": "Python/version compatibility issue versus a dependency issue report; too generic and not the same underlying defect." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Both are Qwen-related but one is model loading breakage and the other is incorrect save_pretrained checkpoint contents." + "reason": "Processor bug versus documentation/API mismatch; these are unrelated despite both involving image classification tooling." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Python support/version compatibility issue vs loading failure for a specific model on transformers>=5.1.0." + "reason": "Resize-token-embeddings behavior and Whisper empty-transcription generation are different code paths and symptoms." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "CI test flake on GraniteSpeech is not the same as Phi-4 multimodal model loading." + "reason": "Same model family, but one is loading failure and the other is save_pretrained serialization of visual encoder keys; different defects." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed config references in auto_mappings." + "reason": "Optimizer arguments not used is unrelated to a tied-embeddings warning in Qwen fine-tuning." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Generation cache missing and ANSI escape codes in loading_report are separate subsystems and failures." + "reason": "Chat-template mask generation and Qwen2.5-VL rope-index scaling are separate multimodal bugs." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Unrecognized model/config loading vs PIL backend processors incorrectly requiring torchvision." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated training-time issues." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Missing exported model class and nonexistent image_utils import are different import regressions." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained checkpoint correctness are different model-specific regressions." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "GLM-4.7-Flash unit test load failure is model-specific and not the same as Phi-4 multimodal loading." + "reason": "One missing export versus a broad import-error report; related theme, but not the same concrete failure." }, { "left": "issue:43976", - "right": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Python compatibility problem vs vague dependency issue; no shared concrete bug." + "reason": "Runtime compatibility issue versus an unreleased dependency-version bump; these do not describe the same bug." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Embedding resize bug in t5gemma and Whisper empty-transcription failure are unrelated." + "reason": "Docs mismatch about return_all_scores is unrelated to a model/config loading failure." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to TextClassificationPipeline docs mismatch." + "reason": "Load-balancing loss routing bug and mm_token_type_ids defaulting bug affect different models and logic." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Both Qwen3.5-related but one is load failure and the other is incorrect save_pretrained visual encoder keys." + "reason": "Video-classification pipeline processor lookup and remote_code model loading are different regression types." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "SGD optimizer args not used has no overlap with a Qwen3.5 tie_word_embeddings warning." + "reason": "Different config initialization bugs for different model classes; not the same underlying issue." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary losses." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are separate tokenizer-loading defects." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:41950", + "right": "issue:43650", "accept": false, - "reason": "Assistant mask generation and rope index scaling are different multimodal generation bugs." + "reason": "A substantive pipeline bug versus a non-informative placeholder issue; no shared bug." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:44496", + "right": "issue:44877", "accept": false, - "reason": "BLIP2 dtype propagation bug is unrelated to Qwen3.5 checkpoint saving." + "reason": "Both concern config/model loading, but one is unknown model recognition and the other is strict config blocking granite_speech; different checks." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Pipeline docs mismatch and unrecognized-model config loading are different issues." + "reason": "Compiled flex_attention on torch 2.9 and tensorboard-without-TensorFlow are unrelated dependency/runtime issues." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "HybridCache import failure and broad import errors after upgrade are not the same concrete bug." + "reason": "Tokenizer save metadata mismatch and tokenizer.json loading preference are separate serialization/loading problems." }, { - "left": "issue:43976", + "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Python version support issue is unrelated to the PEFT minimum-version bump." + "reason": "General dependency issue and unreleased PEFT version bump are not the same underlying defect." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "MoE load-balancing loss handling and Gemma 4 mm_token_type_ids defaulting are different model-trainer behaviors." + "reason": "Different model families and different loading failures; too broad to merge." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44462", + "right": "issue:44779", "accept": false, - "reason": "Video-classification processor lookup bug is unrelated to general remote_code breakage." + "reason": "Both touch tokenizers, but one ignores a repository tokenizer.json while the other returns incorrect DeepSeek tokenization; not the same bug." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Phi4Multimodal config defaulting and Llama4Config missing pad_token_id are separate config issues." + "reason": "Documentation problems, but one is a SigLIP2 example with multiple runtime errors and the other is a stale pipeline doc note." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crash are different tokenizer-loading bugs." + "reason": "Processor/tokenizer API regression versus incorrect DeepSeek tokenization; different failure modes." }, { - "left": "issue:41950", - "right": "issue:43650", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Video processor lookup bug and an uninformative data-request issue are not duplicates." + "reason": "Unexpected zero probabilities in SigLIP2 and Sam3Video CUDA OOM are unrelated model/runtime issues." }, { - "left": "issue:44496", - "right": "issue:44877", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Unrecognized model loading and strict config blocking granite_speech config are different config-path failures." + "reason": "Notebook syntax error and init_empty_weights argument handling are completely different defects." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to a generic dependency issue." + }, + { + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "torch 2.9 flex_attention compilation failure is unrelated to tensorboard-only tf backend detection." + "reason": "Precision/config issue in MLA q_a_layernorm versus a torch.split return-value issue in GlmMoeDsaIndexer; different code paths." } ] }, @@ -9384,20 +9679,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ - "issue:38175", - "issue:39692", + "issue:41628", "issue:42175", "issue:42994", "issue:43065", "issue:43122", "issue:43262", - "issue:43295", - "issue:43299", "issue:43317", + "issue:43352", "issue:43441", - "issue:43450", + "issue:43475", + "issue:43525", "issue:43650", "issue:43653", "issue:43673", @@ -9405,22 +9699,19 @@ "issue:43761", "issue:43784", "issue:43824", - "issue:43854", + "issue:43881", "issue:43901", "issue:43976", "issue:43994", "issue:44016", "issue:44162", - "issue:44261", - "issue:44263", - "issue:44279", - "issue:44291", + "issue:44188", "issue:44297", + "issue:44336", "issue:44361", - "issue:44462", "issue:44466", "issue:44521", - "issue:44617", + "issue:44589", "issue:44623", "issue:44671", "issue:44683", @@ -9428,27 +9719,20 @@ "issue:44779", "issue:44898", "issue:44987", + "issue:45250", "issue:45276", "issue:45290", + "issue:45362", "issue:45397", - "issue:45405", "issue:45542", + "issue:45561", + "issue:45563", "issue:45593" ], "soft_pairs": [ - "issue:44297|issue:44462", - "issue:44279|issue:45405", - "issue:43299|issue:43854", - "issue:44462|issue:44779", - "issue:43295|issue:44779", - "issue:39692|issue:43901", - "issue:38175|issue:44617", - "issue:44016|issue:44291", - "issue:43450|issue:44279", "issue:43723|issue:44162", - "issue:44261|issue:44263", - "issue:43065|issue:44898", "issue:42994|issue:43317", + "issue:43065|issue:44898", "issue:43441|issue:44683", "issue:44466|issue:45276", "issue:43650|issue:45290", @@ -9458,210 +9742,212 @@ "issue:43784|issue:45542", "issue:43673|issue:43761", "issue:44671|issue:44779", - "issue:43653|issue:45593", - "issue:43901|issue:43994", "issue:43122|issue:43650", + "issue:43901|issue:43994", + "issue:43653|issue:45593", "issue:42175|issue:43976", "issue:44987|issue:45542", "issue:44361|issue:45593", - "issue:43824|issue:43976" + "issue:43824|issue:43976", + "issue:44297|issue:45397", + "issue:43475|issue:44016", + "issue:43525|issue:43881", + "issue:45561|issue:45563", + "issue:43352|issue:45250", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:41628|issue:43976" ], - "prepared_review_unit_hash": "4c6587f8a9e8b0c43a832aaf83209858ef44844cd6c7a67a608f9b2adfe59bca", + "prepared_review_unit_hash": "e992243d7a35d6de35e2d869b22d648f6c0ea7792a032d4629175324e23739ba", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36271, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34989, + "estimated_input_tokens": 8748, + "estimated_eval_tokens": 17752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers regression reports and model-specific bugs; the soft pairs mostly share broad subsystems or version regressions, but not the same concrete root cause. I would not merge any of the proposed soft edges as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43824 is the strongest anchor: it reports a concrete, high-impact import regression, has the most discussion/inbound references, and is a cleaner representative of the broader v5 breakage theme than the more niche reports.", + "summary": "The set is heterogeneous: the soft pairs span different models, subsystems, and failure modes, so none look like true duplicates. If one issue must stand in as a representative, 44521 is the strongest standalone report because it is detailed, reproducible, open, and already referenced by others.", + "confidence": 0.71, + "canonical_issue_reason": "No single canonical duplicate emerges from this mix of unrelated bugs. Issue 44521 is the best representative only as a practical stand-in: it is a concrete, reproducible regression with multiple inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is also the best overall issue for the cluster because it is specific, reproducible, and broadly actionable; many other items are narrower model/tooling regressions that do not subsume the rest.", + "best_issue_reason": "Issue 44521 is the strongest standalone bug report in the set: open, well-described, reproducible, and externally referenced.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44297", - "right": "issue:44462", - "accept": false, - "reason": "Save-path tokenizer_class mismatch and load-path tokenizer.json ignore are related, but they are different failure modes in opposite directions." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Unrelated dependency problems: one is a generic transformers dependency issue, the other is a PEFT minimum-version bump." - }, - { - "left": "issue:43299", - "right": "issue:43854", - "accept": false, - "reason": "Both are model-loading failures, but they concern different model families and likely different code paths." - }, - { - "left": "issue:44462", - "right": "issue:44779", - "accept": false, - "reason": "Both involve tokenization regressions, but one is repository tokenizer loading while the other is incorrect Deepseek tokenization behavior." - }, - { - "left": "issue:43295", - "right": "issue:44779", - "accept": false, - "reason": "Processor/tokenizer access regression is not the same bug as Deepseek tokenization output changes." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "Both mention docs, but one is a SigLIP2 example problem and the other is stale pipeline documentation text." - }, - { - "left": "issue:38175", - "right": "issue:44617", - "accept": false, - "reason": "SigLIP2 zero-probability output and Sam3Video CUDA OOM are unrelated model/runtime issues." - }, - { - "left": "issue:44016", - "right": "issue:44291", - "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are completely different failures." - }, - { - "left": "issue:43450", - "right": "issue:44279", - "accept": false, - "reason": "A video processor shape bug does not match a dependency/package issue." - }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression and ESM2 breakage are different model-specific bugs." + "reason": "Both are loading regressions, but one is AutoTokenizer in v5 and the other is an ESM2/model-specific failure; different code paths." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Both touch GLM-related code, but one is an RMS norm config precision issue and the other is a torch.split return-value issue." + "reason": "Quantized save failure vs dequantized offload load failure; opposite ends of the workflow and different root causes." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Dummy conv in Sam3PixelDecoder and Perceiver non-default-resolution failure are unrelated model architecture bugs." - }, - { - "left": "issue:42994", - "right": "issue:43317", - "accept": false, - "reason": "Quantized model saving and dequantized model loading/offload are distinct workflows with different root causes." + "reason": "Different vision model bugs with no shared concrete code path." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "FlashAttention failure on one model and compiled flex_attention failure on newer torch are different backend problems." + "reason": "Both mention FlashAttention, but one is model support gating and the other is a torch>=2.9 flex_attention compilation bug." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied weights and resize_token_embeddings not updating embeddings are separate model-state bugs." + "reason": "Serialization of tied weights vs resize_token_embeddings propagation; related theme, different bug." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Placeholder text issue and tool-call chat template crash are unrelated." + "reason": "Unrelated issue titles and failure modes; no shared underlying bug." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both involve chat templates, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." + "reason": "Both touch apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant-mask generation." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are opposite lifecycle phases and different bugs." + "reason": "save_pretrained missing files vs from_pretrained with zero3 loading; different directions and failure mechanisms." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Saving processor files and a Chinese-reported slowdown regression are not the same underlying issue." + "reason": "Processor serialization bug vs a data-filtering performance regression; unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Both are import/backend environment problems, but they involve different optional dependencies and different failure points." + "reason": "Both are backend/import errors, but one is missing nn on import and the other is TensorFlow backend detection without TensorFlow." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing and CLIPVision hidden_states regression are unrelated forward-pass/generation bugs." + "reason": "Generation cache/chunked_prefill bug vs CLIP hidden_states regression; different subsystems." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but CamemBERT masked LM output and Deepseek tokenization are different code paths and model families." + "reason": "CamemBERT MLM output bug vs Deepseek tokenizer regression; different model families." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43122", + "right": "issue:43650", "accept": false, - "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Tokenizer regression vs an unrelated data request; no overlap." }, { - "left": "issue:43122", - "right": "issue:43650", + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch vs a model/pipeline inference bug; not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Tokenization changes across versions and a placeholder issue are unrelated." + "reason": "BigBird tokenizer special-token bug vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow backend packaging and Python version compatibility are different environment constraints." + "reason": "Packaging/backend dependency issue vs Python version compatibility problem; distinct root causes." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model loading failure for a specific repo and an undefined tf backend error are unrelated." + "reason": "A specific model load failure vs a missing TensorFlow backend error; different bugs." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer attribute failure and D-FINE loss behavior are unrelated model bugs." + "reason": "Tokenizer AttributeError on tasks vs detection training-loss behavior; unrelated." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Importing a missing model class and a Python version support problem are distinct release issues." + "reason": "Specific model import failure vs Python-version compatibility regression; different failure modes." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer serialization metadata bug vs model loading under zero3; not the same code path." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "Model output attribute bug vs a notebook syntax error; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing config attribute in one model vs load failure in another model; different issues." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race vs a stale generation warning; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific model unsupported by Flash Attention 2.0 vs a generic Flash Attention issue; not enough to be the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage deserialization error vs chat crash on Qwen3.5; different failure mechanisms." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs ANSI code emission in loading reports; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error vs a Python version compatibility bug; different underlying problems." } ] }, @@ -9683,33 +9969,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:36246", "issue:41628", "issue:41950", "issue:42491", "issue:42757", + "issue:42886", "issue:43066", "issue:43295", "issue:43299", - "issue:43352", - "issue:43475", - "issue:43525", + "issue:43441", "issue:43526", "issue:43531", + "issue:43540", + "issue:43596", "issue:43673", - "issue:43881", "issue:43901", - "issue:43976", - "issue:44016", "issue:44162", - "issue:44188", "issue:44220", "issue:44242", "issue:44246", "issue:44295", - "issue:44297", "issue:44336", "issue:44351", "issue:44373", @@ -9717,38 +9999,34 @@ "issue:44485", "issue:44496", "issue:44561", - "issue:44589", "issue:44617", "issue:44661", + "issue:44749", "issue:44779", "issue:44857", "issue:44871", + "issue:44877", + "issue:44987", "issue:45003", "issue:45200", - "issue:45250", + "issue:45229", + "issue:45292", "issue:45356", "issue:45362", + "issue:45375", "issue:45397", + "issue:45459", "issue:45542", "issue:45561", - "issue:45563", "issue:45593" ], "soft_pairs": [ - "issue:43475|issue:44016", - "issue:44297|issue:45397", - "issue:43525|issue:43881", - "issue:45561|issue:45563", - "issue:44589|issue:45362", - "issue:43352|issue:45250", - "issue:44188|issue:44336", "issue:43295|issue:44617", - "issue:41628|issue:43976", "issue:42491|issue:43299", - "issue:43901|issue:44246", "issue:41950|issue:44220", - "issue:44242|issue:45593", + "issue:43901|issue:44246", "issue:44336|issue:44373", + "issue:44242|issue:45593", "issue:44295|issue:45397", "issue:44462|issue:45356", "issue:44661|issue:45542", @@ -9757,216 +10035,224 @@ "issue:43531|issue:45362", "issue:36246|issue:42757", "issue:36246|issue:44351", - "issue:43526|issue:45003", "issue:43673|issue:44561", + "issue:43526|issue:45003", "issue:44336|issue:44485", "issue:44162|issue:45200", - "issue:44246|issue:44871", "issue:44242|issue:44857", - "issue:43066|issue:44779" - ], - "prepared_review_unit_hash": "53e321b543b6fe2683eca0fb4b9409d7e21e3ba8a35d4f46f88887f4745a310b", - "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 - }, - "budget": { + "issue:44246|issue:44871", + "issue:36246|issue:43596", + "issue:44295|issue:44749", + "issue:43441|issue:43540", + "issue:43066|issue:44779", + "issue:44877|issue:45375", + "issue:44987|issue:45459", + "issue:44779|issue:45292", + "issue:42886|issue:45229", + "issue:41628|issue:41950" + ], + "prepared_review_unit_hash": "6807feb3aee73e8946152fe25254ed5747d0ff7d3f1ed83663e1d5d0cdadcfc0", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36017, - "estimated_input_tokens": 9005, - "estimated_eval_tokens": 18266 + "serialized_chars": 36119, + "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 heterogeneous: it mixes unrelated import errors, model-loading regressions, tokenizer bugs, docs issues, performance complaints, and test-infra problems. None of the soft pairs look like the same underlying bug/change, so all should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, + "summary": "This cluster is broadly heterogeneous: most items are unrelated Transformer regressions, import errors, tokenizer/config issues, or model-specific bugs. None of the soft pairs are close enough to confidently merge as duplicates, so I rejected all soft edges and treated issue:36246 as the best representative of the small import-error subgroup.", + "confidence": 0.58, + "canonical_issue_reason": "issue:36246 is the clearest representative of the recurring concrete import-error pattern in this set, and it is closer to the other symbol/import regressions than the more generic or model-specific reports.", + "canonical_pr_reason": "No PRs were provided in this cluster.", + "best_issue_reason": "issue:36246 is the best overall fit for the cluster\u2019s duplicate-like theme because it is a specific, user-facing import failure and sits closest to the small group of similar import regressions.", + "best_pr_reason": "No PRs were provided in this cluster.", "soft_edge_verdicts": [ - { - "left": "issue:43475", - "right": "issue:44016", - "accept": false, - "reason": "SAM3 video attribute crash and a notebook syntax error are unrelated failures in different parts of the stack." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer metadata mismatch in save_pretrained is unrelated to gemma-4 ZeRO3 from_pretrained loading." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config and GLM-4V loading failure are different model-specific bugs." - }, - { - "left": "issue:45561", - "right": "issue:45563", - "accept": false, - "reason": "pytest-xdist file race and a stale generation warning are different issues in unrelated code paths." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are distinct runtime problems." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "A model lacking Flash Attention 2 support is not the same as a generic Flash Attention 2 issue." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are unrelated." - }, { "left": "issue:43295", "right": "issue:44617", "accept": false, - "reason": "Processor/tokenizer regression and SAM3Video OOM are different symptoms and code paths." + "reason": "Different subsystems and symptoms: processor/tokenizer regression vs CUDA OOM in a video model." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Missing AutoImageProcessor import and Python-version compatibility are separate import/package issues." + "reason": "Same broad Qwen3/MoE family, but the reported breakage differs enough that they do not clearly look like one underlying bug." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Both involve Qwen3 MoE models, but one is hf4.x/hf5.x LoRA incompatibility and the other is a v5 loading break; not the same bug." + "reason": "Video-classification image-processor lookup vs audio feature extraction are unrelated code paths." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import latency." + "reason": "Docs mismatch for return_all_scores vs intermittent import latency; no shared bug." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Video-classification pipeline processor lookup and _torch_extract_fbank_features are different subsystems." + "reason": "Both are doc/reporting issues, but they concern unrelated files and behaviors." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing load-balancing loss and D-FINE auxiliary-loss behavior are unrelated training-loss bugs." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "Terminal ANSI output in loading_report is unrelated to a wrong docstring for position_ids." + "reason": "Both mention missing loss terms, but they are different models and different conditions." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Reading a registered position_ids buffer and gemma-4 zero3 loading failure are different problems." + "reason": "Buffer/position_ids error vs Gemma-4 zero3 loading problem; not the same failure mode." }, { "left": "issue:44462", "right": "issue:45356", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Kimi-K2.5 codec regression are distinct tokenizer bugs." + "reason": "Both are tokenizer regressions, but for different models and different tokenizer-codec behavior." }, { "left": "issue:44661", "right": "issue:45542", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES model-registration failure and tensorboard-without-TF backend error are unrelated." + "reason": "Model-mapping registration bug vs TensorBoard/TensorFlow backend setup issue." }, { "left": "issue:44246", - "right": "issue:44871", + "right": "issue:44496", "accept": false, - "reason": "Import performance issue and Gemma-3 eos_token_id inconsistency are different classes of bug." + "reason": "Import slowdown is unrelated to unrecognized-model config loading." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and a test file race are unrelated." + "reason": "Unsafe sys.modules access and pytest-xdist file races are unrelated." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and Qwen3.5-35B chat crash are different model behaviors." + "reason": "Different Qwen model variants and different runtime failures." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2.5-VL image processor import and missing is_offline_mode from huggingface_hub are different missing-symbol errors." + "reason": "Both are import errors, but they involve different packages, symbols, and root causes." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols and packages, so they are not the same bug." + "reason": "Different missing symbols from different modules; only the surface symptom matches." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to modeling_utils sys.modules access." + "reason": "Both are v5 regressions, but the cache/chunked_prefill issue is distinct from removal of torch-fx helpers." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill and removal of is_torch_fx_available are separate v5 regressions." + "reason": "Label-reduction behavior in an image processor is unrelated to sys.modules access." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation discussion are unrelated." + "reason": "ANSI escape handling in reporting is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are different model-specific issues." + "reason": "ESM2 model breakage and Gemma-4 token-type defaults are different model-specific problems." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing auxiliary loss vs AMP/CUDA crash are different bug classes." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowdown and Gemma-3 eos_token_id mismatch are unrelated; same pair as above if deduped." + "reason": "Import latency is unrelated to Gemma-3 eos_token_id configuration." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing processor class vs a deepspeed/BertModel IndexError are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer handling and post-upgrade slowdown are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:43540", "accept": false, - "reason": "Missing load-balancing loss and LwDetrImageLoss AMP crash are unrelated training bugs." + "reason": "FlashAttention failure in Ministral-3 vs video-input validation in Qwen3OmniMoe are unrelated." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenizer incorrect results are different tokenizer regressions with different failure modes." + "reason": "Tokenizer decoder-type mismatch vs DeepSeek tokenizer incorrect results; not the same root cause." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but they affect different model configs and different missing-field behavior." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading on transformers>=5.1.0 and hidden tokenizer errors from missing protobuf are separate issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression vs resize_token_embeddings not updating output embeddings are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading and multi-GPU CUDA OOM are different failure modes." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Missing AutoImageProcessor import and video pipeline image-processor lookup are related only broadly, not the same bug." } ] }, @@ -9988,282 +10274,295 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ - "issue:36246", - "issue:41628", - "issue:41950", - "issue:42886", + "issue:28282", + "issue:30990", + "issue:42673", "issue:43065", "issue:43232", "issue:43257", "issue:43262", - "issue:43295", "issue:43408", - "issue:43441", "issue:43475", "issue:43540", - "issue:43596", + "issue:43646", "issue:43653", "issue:43673", + "issue:43704", "issue:43901", + "issue:43931", "issue:44060", "issue:44077", "issue:44162", "issue:44246", - "issue:44295", + "issue:44297", "issue:44336", + "issue:44361", "issue:44368", "issue:44466", "issue:44496", + "issue:44623", "issue:44734", "issue:44749", - "issue:44779", - "issue:44877", + "issue:44869", "issue:44933", "issue:44977", - "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", - "issue:45229", + "issue:45278", "issue:45292", "issue:45335", - "issue:45375", + "issue:45356", "issue:45397", "issue:45459", "issue:45563", "issue:45584", "issue:45588", - "issue:45656" + "issue:45600", + "issue:45656", + "issue:45701" ], "soft_pairs": [ - "issue:36246|issue:43596", - "issue:43441|issue:43540", - "issue:44295|issue:44749", - "issue:44987|issue:45459", - "issue:44779|issue:45292", - "issue:44877|issue:45375", "issue:45292|issue:45584", - "issue:42886|issue:45229", - "issue:41628|issue:41950", - "issue:43901|issue:45003", + "issue:45292|issue:45701", "issue:43065|issue:43408", + "issue:43901|issue:45003", "issue:44995|issue:45200", "issue:43232|issue:44336", "issue:43257|issue:45137", "issue:44496|issue:45003", "issue:44060|issue:44077", - "issue:43295|issue:45292", - "issue:43262|issue:44246", "issue:43653|issue:44162", "issue:43475|issue:43540", "issue:44995|issue:45588", + "issue:43262|issue:44246", "issue:44368|issue:45563", "issue:44466|issue:45335", "issue:44368|issue:44977", "issue:43673|issue:44734", "issue:45397|issue:45656", - "issue:44933|issue:45459" + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:43673|issue:45278", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:28282|issue:30990", + "issue:42673|issue:43704" ], - "prepared_review_unit_hash": "83a4c980975c5ab64613f8e6d5e2f7e747a3dc428ad364811e5de4bda175d976", + "prepared_review_unit_hash": "6612f2d1bbb3029566ad87ce03bfb80f9571cf59310771857b177d4c67470ec2", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35318, - "estimated_input_tokens": 8830, - "estimated_eval_tokens": 17916 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36680, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: the proposed soft pairs mostly share only broad subsystem keywords (tokenizers, vision, deepspeed, generation, embeddings) but not the same underlying bug. I would reject all soft edges. If one issue must serve as the best representative, `issue:45292` is the most concrete, broadly applicable API bug in the group.", - "confidence": 0.61, - "canonical_issue_reason": "`issue:45292` is the strongest representative because it describes a concrete, reusable API failure (`resize_token_embeddings` not updating outputs) rather than a model-specific or symptom-only report.", + "summary": "Only one soft edge looks like a true duplicate: the two Qwen3ForCausalLM VRAM leak reports. The rest share broad areas (generation, tokenizers, DeepSpeed, SAM3, etc.) but describe different concrete bugs or regressions.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the earlier, more detailed report of the exact same Qwen3ForCausalLM VRAM leak, and it already has more discussion/context than issue:43704.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best overall issue to anchor the cluster: clear reproduction area, general model API impact, and easier to relate to nearby embedding/weight-tying reports than the other, more niche issues.", + "best_issue_reason": "issue:42673 is the best representative issue for the accepted duplicate pair: it is the canonical bug report, older, and has the fuller discussion trail.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "Different bugs: a missing Qwen2.5-VL import versus a DeepSpeed ZeRO3/BertModel index error." - }, - { - "left": "issue:43441", - "right": "issue:43540", - "accept": false, - "reason": "Both mention model/runtime failures, but one is FlashAttention on Ministral-3 and the other is video input handling in Qwen3OmniMoe." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "Unrelated symptoms: position_ids buffer access error versus a performance regression during filtering after upgrading Transformers." - }, - { - "left": "issue:44987", - "right": "issue:45459", - "accept": false, - "reason": "Loading failure for a specific model package is not the same as tokenizer error masking when protobuf is absent." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "DeepSeek tokenizer correctness and embedding resizing/output updates are different code paths and failure modes." - }, - { - "left": "issue:44877", - "right": "issue:45375", - "accept": false, - "reason": "Both involve config handling, but one is strict config load rejection while the other is silent dropping of a missing field." - }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Resize-token-embeddings bug vs Whisper empty-transcription generation failure; different code paths and symptoms." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Offline cache loading for tokenizers is unrelated to Gemma4 multi-GPU inference OOM." + "reason": "Embedding resize/serialization behavior vs version-dependent tokenization changes; not the same bug." }, { - "left": "issue:41628", - "right": "issue:41950", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "AutoImageProcessor import failure and video-classification pipeline image-processor lookup are different import/pipeline bugs." + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation detail and the other is a model-type warning; different underlying issues." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch for TextClassificationPipeline does not match unsafe sys.modules access in modeling_utils." - }, - { - "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "Shared SAM3 naming, but one is a dummy Conv2d implementation and the other is a model-type mismatch warning." + "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access in modeling_utils; unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A stale cache crash in GlmMoeDsa is unrelated to Gemma 4 requiring default mm_token_type_ids." + "reason": "Stale second-forward cache crash vs missing default mm_token_type_ids; different failures." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs update after sync_gpus has nothing to do with ANSI code emission in loading_report." + "reason": "Generation kwargs handling after sync_gpus vs ANSI codes in loading_report; unrelated." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both touch DeepSpeed, but one is MOE weight conversion during loading and the other is a deque pop error in ZeRO3 init." + "reason": "Both involve DeepSpeed, but one is MOE weight conversion during loading and the other is a ZeRO3 deque underflow; different code paths." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading is a different problem than unsafe sys.modules access." + "reason": "Unrecognized model/config loading error vs unsafe sys.modules access; not the same issue." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Weight-tying warnings for Qwen3-Next are not the same as changing patchtsmixer post_init eligibility." - }, - { - "left": "issue:43295", - "right": "issue:45292", - "accept": false, - "reason": "Processor.tokenizer regression with images passed to tokenizer is different from resize_token_embeddings not updating outputs." - }, - { - "left": "issue:43262", - "right": "issue:44246", - "accept": false, - "reason": "Audio chat-template sampling-rate defaults and slow import behavior are unrelated." + "reason": "Incorrect tied-weights warning vs optional post_init support policy change; different bugs." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct tokenizer/model issues." + "reason": "BigBirdTokenizer special-token registration bug vs ESM2 being broken; unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 vision encoder output attribute error and Qwen3OmniMoe video-processing ValueError are different model bugs." + "reason": "SAM3 VisionEncoderOutput missing an attribute vs Qwen3OmniMoe video-input ValueError; different problems." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "A second-forward stale cache crash is not the same as flash_attention.py failing on s_aux=None." + "reason": "Stale cache crash vs flash-attention AttributeError on s_aux=None; different failures." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate default bug vs import-time slowdown; unrelated." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A tied-weights warning in Qwen3.5 fine-tuning is unrelated to a stale paged-generate warning about num_return_sequences." + "reason": "Tied-embeddings warning text vs paged-generate stale num_return_sequences warning; different warnings." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve embeddings/weights, but one is inconsistent lm_head serialization by device and the other is resize_token_embeddings not affecting decoder.embed_tokens." + "reason": "Both concern embedding weights, but one is device-dependent serialization and the other is resize_token_embeddings not updating decoder.embed_tokens; different bugs." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "A warning about tie_word_embeddings differs from a Qwen3.5 flash-attention generation failure." + "reason": "Missing image_utils import vs protobuf exception masking tokenizer errors; unrelated." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Chunked-prefill cache availability in GenerationMixin is unrelated to a serve API KV-cache indexing crash." + "reason": "Whisper timestamp decode crash on trailing replacement character vs Kimi-K2.5 codec-handling regression; similar area, different bug." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Gemma-4 Zero3 from_pretrained and optimizer.step being called twice under deepspeed are different training/runtime issues." + "reason": "ZeRO3 deque pop error vs stale auto_mappings references to removed configs; unrelated." }, { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "A nonexistent image_utils import and tokenizer decode error masking from protobuf handling are not the same bug." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, + "reason": "Model weight-shape mismatch vs tied-weights warning; not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Generation cache missing in chunked prefill vs broad import errors after upgrade; different scope and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but one is sync_gpus kwargs handling and the other is missing GenerationMixin cache in chunked prefill; different code paths." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch vs processor.save_pretrained missing files; related API surface, different bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformers 5.0.0 custom model init regression vs ESM2 breakage; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs a performance regression after version upgrade; different problems." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor files on save vs optimizer.step being called twice under DeepSpeed; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch import error vs Sentence Transformers loading hang; different failures." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact Qwen3ForCausalLM VRAM leak report in multiple dataloader threads; same underlying bug and same fix candidate." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 Zero3 from_pretrained issue vs double optimizer-step under DeepSpeed; different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The accepted duplicate pair is well grounded: the two Qwen3ForCausalLM issues have identical titles, overlapping symptoms, and the older thread is the better canonical representative. The remaining soft-edge verdicts stay conservative and are supported by the packet-level titles/descriptions; none overstate duplication or mergeability." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10278,69 +10577,58 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ - "issue:28282", "issue:30990", + "issue:35141", + "issue:36010", "issue:41628", "issue:42222", "issue:42371", - "issue:42673", "issue:42831", + "issue:42898", "issue:42994", "issue:43232", + "issue:43377", "issue:43475", + "issue:43479", "issue:43482", + "issue:43504", "issue:43525", + "issue:43526", "issue:43643", - "issue:43646", "issue:43673", - "issue:43704", "issue:43873", - "issue:43931", "issue:44038", - "issue:44162", + "issue:44079", + "issue:44164", "issue:44188", "issue:44222", - "issue:44297", + "issue:44242", "issue:44351", - "issue:44361", - "issue:44368", + "issue:44496", + "issue:44568", "issue:44623", "issue:44661", "issue:44749", - "issue:44869", + "issue:44792", "issue:44933", "issue:44945", "issue:45081", "issue:45092", "issue:45103", - "issue:45137", "issue:45200", "issue:45230", - "issue:45278", "issue:45310", - "issue:45356", "issue:45362", "issue:45375", "issue:45381", "issue:45397", "issue:45478", - "issue:45600", + "issue:45561", "issue:45656" ], "soft_pairs": [ - "issue:44869|issue:45356", - "issue:45137|issue:45600", - "issue:43931|issue:44368", - "issue:43673|issue:45278", - "issue:43232|issue:43673", - "issue:44297|issue:44623", - "issue:43646|issue:44162", - "issue:44361|issue:44749", - "issue:28282|issue:30990", - "issue:44623|issue:45656", - "issue:42673|issue:43704", "issue:44749|issue:45310", "issue:42994|issue:43482", "issue:42371|issue:45092", @@ -10348,254 +10636,269 @@ "issue:44038|issue:44623", "issue:43475|issue:43643", "issue:45375|issue:45478", - "issue:43475|issue:45381", "issue:45230|issue:45397", + "issue:43475|issue:45381", "issue:41628|issue:44933", "issue:45310|issue:45375", "issue:45081|issue:45103", "issue:42994|issue:43525", "issue:43475|issue:44661", - "issue:43873|issue:44945", "issue:45362|issue:45375", + "issue:43873|issue:44945", "issue:42831|issue:44222", "issue:43232|issue:44188", "issue:42222|issue:45200", "issue:41628|issue:44351", - "issue:44222|issue:45310" + "issue:44222|issue:45310", + "issue:42994|issue:44164", + "issue:44038|issue:45310", + "issue:43526|issue:45561", + "issue:36010|issue:41628", + "issue:44496|issue:45561", + "issue:43673|issue:44188", + "issue:43504|issue:45561", + "issue:43377|issue:44242", + "issue:43232|issue:44792", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43479|issue:44079" ], - "prepared_review_unit_hash": "e7eafc920e49ed145eb8bd473414e9d8a6deb0d7d52d484bb1c4dc56e8a20deb", + "prepared_review_unit_hash": "c60c1db150050724f354a4526abc11ed255e47693d0cd356da872a8667e9b13f", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36976, - "estimated_input_tokens": 9244, - "estimated_eval_tokens": 18744 + "soft_pair_count": 33, + "serialized_chars": 37335, + "estimated_input_tokens": 9334, + "estimated_eval_tokens": 18924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformers bug reports. The only clear duplicate pair among the soft edges is the Qwen3ForCausalLM VRAM leak report: 42673 and 43704 describe the same issue.", - "confidence": 0.84, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier and more discussed report of the same Qwen3ForCausalLM VRAM leak seen in issue:43704, and its title/description match the same concrete bug.", + "summary": "The cluster is a set of mostly unrelated Transformers issues spanning imports, model configs, generation, quantization, and tokenizer behavior. None of the soft pairs look like true duplicates of the same underlying bug/change; several are only loosely related by model family or subsystem.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45310 is the clearest concrete bug report in the set and a plausible representative of the Qwen3.5-Moe from_pretrained failure family; it is more specific than the vague or broader tickets.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative of the only accepted duplicate pair, with the clearest and earliest report of the VRAM leak behavior.", + "best_issue_reason": "issue:45310 is the strongest single issue to anchor triage because it has a concrete, reproducible model-loading failure and a narrow title that maps to a specific code path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44869", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer/decoding regressions, but they affect different models and failure modes." - }, - { - "left": "issue:45137", - "right": "issue:45600", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and auto_mappings CI breakage are unrelated problems." - }, - { - "left": "issue:43931", - "right": "issue:44368", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are different bugs." - }, - { - "left": "issue:43673", - "right": "issue:45278", - "accept": false, - "reason": "A generation cache bug and a broad import-error report are different underlying issues." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "These are different generation-path failures with different symptoms and triggers." - }, - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "Tokenizer save metadata mismatch and processor save missing files are separate serialization bugs." - }, - { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to ESM2 breakage." - }, - { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "Tokenizer AttributeError on tasks is unrelated to the upgrade-related slowdown regression." - }, - { - "left": "issue:28282", - "right": "issue:30990", - "accept": false, - "reason": "Missing PyTorch ImportError and Sentence Transformers loading hang are different failure modes." - }, - { - "left": "issue:44623", - "right": "issue:45656", - "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to the DeepSpeed optimizer-step duplication bug." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same exact bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads; 43704 is a duplicate of 42673." - }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Data-loading slowdown after upgrade and Qwen3.5 Moe from_pretrained failure are unrelated." + "reason": "Both mention post-upgrade regressions, but one is a slow data-filtering/performance issue and the other is a Qwen3.5-Moe from_pretrained error; different bugs and code paths." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate quantization/serialization problems." + "reason": "Saving a quantized model and loading a Qwen2.5-GGUF model are opposite operations with different failure modes; not the same bug." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are unrelated issues." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression in filtering data is not the same as the optimizer-step duplication bug." + "reason": "A tokenizer/data-processing slowdown is unrelated to a DeepSpeed optimizer step being called twice." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and processor save_pretrained missing files are different issues." + "reason": "Qwen3-VL-Moe loading problems and processor.save_pretrained missing files are different failure points and not the same defect." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 missing attribute and AutoConfig trust_remote_code missing fields are distinct model/config bugs." + "reason": "A missing vision output attribute in SAM3 and missing config fields with trust_remote_code=True are different object shapes/code paths." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a missing config field while the other is a generic from_pretrained error; not enough to treat as the same bug." + "reason": "Both are Qwen3.5-Moe related, but one is a missing config field silently dropped while the other is a from_pretrained loading error; related family, not the same bug." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Different vision/video model failures with different symptoms and code paths." + "reason": "The first report is too vague to establish identity, and the second is a Gemma-4 ZeRO-3 from_pretrained issue; no clear duplicate evidence." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "A generic bug report and a Gemma 4 zero3 from_pretrained failure are not duplicates." + "reason": "SAM3 vision output attribute loss and Qwen2.5-VL video position-id errors are different model-specific bugs." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different symbols and different modules." + "reason": "Both are import/export problems, but they concern different symbols and APIs; not the same missing-export bug." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "One is a generic Qwen3.5 MoE from_pretrained error; the other is a specific missing config field." + "reason": "One is a from_pretrained failure and the other is a missing config field in a vision config; same model family but not the same underlying bug." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer patch crash and auto-docstring annotation crash are unrelated AttributeErrors." + "reason": "A tokenizer regex patch crash and an auto-docstring annotation crash are unrelated implementation bugs." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure and missing pad_token_id on Llama4Config are different bugs." + "reason": "Quantized model save failure and missing pad_token_id on Llama4Config are separate config/save-path issues." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 vision encoder attribute error and add-new-model-like mapping failure are unrelated." + "reason": "SAM3 output attribute handling and add-new-model-like tokenizer mapping failures do not share the same code path." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:45362", + "right": "issue:45375", "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallelism output corruption are different issues." + "reason": "A chat crash for Qwen3.5-35B is different from a config field being dropped in Qwen3_5MoeVisionConfig." }, { - "left": "issue:45362", - "right": "issue:45375", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Qwen3.5-35B chat crash and missing Qwen3_5MoeVisionConfig field are different failures." + "reason": "Quantization offloading and pipeline-parallel LLM output correctness are different runtime problems." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy regression and FP8 save_pretrained failure are separate bugs." + "reason": "FineGrainedFP8 accuracy drift and FP8 save_pretrained for MoE are distinct FP8-related issues, not one bug." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs handling and attention-kernel divergence under torch.compile are different problems." + "reason": "Generation kwargs sync issues and attention-kernel divergence under torch.compile are unrelated generation internals." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Vitpose breakage and Gemma 4 token-type defaulting are unrelated." + "reason": "Broken VitPose model loading and Gemma 4 mm_token_type_ids defaults are different multimodal-model bugs." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "AutoImageProcessor import failure and HybridCache import failure are different missing exports." + "reason": "Both are import failures, but they involve different missing names (AutoImageProcessor vs HybridCache) and different fixes." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained on moe and Qwen3.5 MoE from_pretrained error are separate code paths." + "reason": "Saving FP8 MoE weights and a Qwen3.5-Moe from_pretrained error are different failure modes." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Quantized save failure and extra_state handling in save/from_pretrained are both persistence-related but not the same underlying defect." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe loading and Qwen3.5-Moe loading are different model families and different failure reports." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to a pytest-xdist race in testing utilities." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different public symbols and likely different resolution paths." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "An unrecognized model/config loading issue is unrelated to a captured_info.txt race in test workers." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Missing GenerationMixin cache during chunked prefill and attention-kernel branching divergence are different generation bugs." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A Beit pretrained-model preset loading bug and a testing utility race are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI encoder batch-vs-single output mismatch from padding-mask handling is unrelated to MoE router loss logic." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs synchronization and a janus image-generation test failure are not the same issue." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer clean-up-space behavior and add_special_tokens BOS/EOS behavior are separate tokenizer regressions." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A Sentence Transformers loading hang and token-embedding resizing reinitialization are unrelated model-init issues." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Default multimodal config initialization and ModelOutput key assignment with None are different object-construction bugs." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Rejecting because the canonical issue rationale overstates the packet evidence: issue:42673 does have more discussion activity than 43704, but it does not have inbound references (both show 0). The rest of the cluster-level claim about a single clear duplicate pair is plausible, but this specific reasoning is not fully grounded/conservative." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, { "label": "issue", "component_index": 2, @@ -10607,47 +10910,47 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ + "issue:22355", + "issue:28282", "issue:30333", - "issue:30990", "issue:33290", - "issue:35141", - "issue:36010", + "issue:36331", "issue:41628", "issue:42175", + "issue:42757", + "issue:42831", "issue:42898", - "issue:42994", - "issue:43232", "issue:43278", - "issue:43377", + "issue:43295", "issue:43479", - "issue:43504", - "issue:43526", - "issue:43673", + "issue:43644", "issue:43723", "issue:43784", "issue:43824", "issue:43874", "issue:43976", - "issue:44038", "issue:44060", - "issue:44079", - "issue:44164", "issue:44188", - "issue:44242", + "issue:44206", + "issue:44222", + "issue:44263", "issue:44295", + "issue:44297", + "issue:44360", "issue:44373", + "issue:44442", "issue:44448", - "issue:44496", + "issue:44484", "issue:44568", "issue:44623", "issue:44734", "issue:44779", - "issue:44792", "issue:44869", "issue:44933", "issue:44964", + "issue:44977", "issue:45092", "issue:45103", "issue:45125", @@ -10655,22 +10958,9 @@ "issue:45310", "issue:45356", "issue:45459", - "issue:45561", "issue:45656" ], "soft_pairs": [ - "issue:42994|issue:44164", - "issue:44038|issue:45310", - "issue:43526|issue:45561", - "issue:36010|issue:41628", - "issue:44496|issue:45561", - "issue:43377|issue:44242", - "issue:43673|issue:44188", - "issue:43504|issue:45561", - "issue:43232|issue:44792", - "issue:42898|issue:44568", - "issue:30990|issue:35141", - "issue:43479|issue:44079", "issue:43479|issue:44869", "issue:43976|issue:44933", "issue:42175|issue:44933", @@ -10678,226 +10968,260 @@ "issue:44188|issue:44373", "issue:44623|issue:45310", "issue:43784|issue:43824", - "issue:43278|issue:45137", "issue:43723|issue:44568", + "issue:43278|issue:45137", "issue:42898|issue:45356", "issue:44060|issue:45125", - "issue:42898|issue:44779", "issue:44734|issue:45103", - "issue:30333|issue:33290", + "issue:42898|issue:44779", "issue:43874|issue:45092", + "issue:30333|issue:33290", "issue:42898|issue:44448", "issue:41628|issue:45459", - "issue:44295|issue:45656" + "issue:44295|issue:45656", + "issue:42898|issue:43295", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44442|issue:45459", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:22355|issue:28282", + "issue:41628|issue:42757", + "issue:44263|issue:44360", + "issue:44297|issue:45310", + "issue:30333|issue:36331", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:44263|issue:45092" ], - "prepared_review_unit_hash": "e7f4c08d6de3cb20648f45f8244d8fca00b6d9c51758ef12817116644c877c07", + "prepared_review_unit_hash": "456bf06986ef0157c2922ccc662d6f2fb39e4a2c28faf97514a1acba23b93f97", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36723, - "estimated_input_tokens": 9181, - "estimated_eval_tokens": 18618 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37248, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it mixes unrelated tokenizer regressions, import/export breakages, multimodal model-loading issues, generation bugs, DeepSpeed problems, and even test-infra races. None of the soft pairs look like the same underlying bug, so there is no clear duplicate cluster.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue stands out; the items span distinct bug classes and code paths rather than one shared defect.", + "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated import errors, tokenizer regressions, multimodal/model-loading bugs, and DeepSpeed/training issues. I found no true duplicate pairs to accept, and there is no single canonical issue/PR for the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items do not share one underlying bug or code path, so a single anchor would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative. If forced to pick one, 44964 is the clearest standalone user bug report, but it does not explain the rest of the set.", + "best_issue_reason": "No single best issue for duplicate triage; the set is too mixed to represent one problem. If forced, an open model-loading regression like issue:44964 is more actionable, but it is not a cluster center.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42994", - "right": "issue:44164", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Both involve save/load behavior, but one is quantized model saving and the other is extra_state handling; different failure modes." + "reason": "Different bugs: Phi-4 multimodal config init vs Whisper trailing-replacement decode crash." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Same broad Qwen MoE area, but different model generations and different from_pretrained error paths." + "reason": "Unrelated failures: Python version/support issue vs a missing image_utils import." }, { - "left": "issue:43526", - "right": "issue:45561", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Image label reduction bug vs pytest-xdist file race; unrelated." + "reason": "Different subsystems and symptoms: backend extras install vs image_utils import regression." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Both are import errors, but for different symbols and modules, so they are not the same underlying bug." + "reason": "Model loading incompatibility vs DeepSpeed ZeRO3 deque error; no shared code path." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Unrecognized model/config issue vs test-infra race; unrelated." + "reason": "Attention-kernel divergence vs a docstring mismatch; not the same bug." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Encoder padding-mask output mismatch vs router-logit gating of load-balancing loss; different code paths." + "reason": "Processor save_pretrained file omission vs Qwen3.5 MoE from_pretrained error; different serialization/loading issues." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Both touch generation/runtime, but one is cache availability in chunked prefill and the other is a torch.compile kernel divergence." + "reason": "Different import problems with different packages/models and root causes." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Legacy-field model loading bug vs xdist race; unrelated." + "reason": "Both are tokenizer regressions, but on different models and behaviors; not one concrete defect." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Generation kwarg update bug vs janus image-generation test failure; not the same bug." + "reason": "BF16/FP32 evaluation dtype drift is unrelated to a ZeRO3 deque underflow." }, { "left": "issue:42898", - "right": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is special-token insertion." + "reason": "Both mention tokenizer regressions, but the model-specific codec regression is distinct from clean_up_tokenization_spaces changes." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Loading hang vs embedding reinitialization after resize; different subsystems." + "reason": "Different Qwen family issues: tied-weights warning vs missing _tp_plan for tensor parallelism." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Multimodal config default initialization vs ModelOutput key assignment; unrelated." + "reason": "Serving KV-cache tensor indexing crash is unrelated to auto-docstring annotation parsing." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Multimodal config defaults vs Whisper timestamp decode crash; unrelated." + "reason": "Different tokenizer regressions affecting different models and code paths." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Python-version compatibility issue vs missing image_utils import; different problems." + "reason": "Both are multimodal-related, but one is a missing image-patch method and the other is meta-init compatibility for old remote-code checkpoints." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Backend dependency packaging vs image_utils import export issue; unrelated." + "reason": "MLflow reporting on failed jobs is unrelated to an Adafactor OOM in DeepSpeed." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "Phi-4 multimodal load regression vs DeepSpeed ZeRO3 deque error; unrelated." + "reason": "Tokenizer cleanup behavior vs model output divergence between v4 and v5 are not the same bug." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:41628", + "right": "issue:45459", "accept": false, - "reason": "Kernel divergence bug vs docstring typo; not the same issue." + "reason": "Different import errors from different dependencies and failure modes." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Missing saved processor files vs Qwen3.5 MoE from_pretrained error; different save/load failures." + "reason": "Position_ids buffer access error is unrelated to DeepSpeed double optimizer stepping." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Import failures, but on different missing symbols and different compatibility breakages." + "reason": "Both involve processors/tokenizers, but the breakages are different API regressions." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Dtype drift during evaluation vs DeepSpeed ZeRO3 deque error; unrelated." + "reason": "FP8 MoE save_pretrained and tokenizer_config save_pretrained are unrelated serialization issues." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer loading failure vs special-token insertion regression; different behaviors." + "reason": "Tokenizer metadata mismatch is unrelated to optimizer stepping twice." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces and the other is codec/warning handling." + "reason": "Config-default initialization bug vs non-persistent buffer junk values; different code paths." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:44442", + "right": "issue:45459", "accept": false, - "reason": "Both Qwen-family issues, but tied-weights warning vs missing tensor-parallel plan." + "reason": "Tokenizer class loading failure is not the same as protobuf-masked tokenizer decode errors." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Different tokenizer regressions on different models and code paths." + "reason": "FP8 accuracy issue is unrelated to missing files in processor.save_pretrained." }, { - "left": "issue:44734", + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention saving, but one is MoE FP8 model persistence and the other is processor file output." + }, + { + "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache indexing crash vs auto-docstring annotation crash; unrelated." + "reason": "Feature-extractor crash from unsupported argument is unrelated to auto-docstring annotation handling." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "MLflow reporting issue vs DeepSpeed OOM; unrelated." + "reason": "Different import/dependency problems: missing transformers.onnx module vs missing PyTorch backend." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Both are multimodal/vision loading reports, but on different models and different root causes." + "reason": "Different missing symbols from different libraries; not duplicates." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Tokenizer cleanup-space regression vs model output drift across versions; not the same bug." + "reason": "Same general component name, but one is a split/unpacking issue and the other is a missing ReLU; not the same defect." }, { - "left": "issue:41628", - "right": "issue:45459", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Different import-related problems: missing AutoImageProcessor export vs tokenizer error masking without protobuf." + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different issues." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug is unrelated to the 50GB shard-size question." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attention generation failure are different code paths." + }, + { + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Position_ids buffer read error vs DeepSpeed double optimizer step; unrelated." + "reason": "DSA indexer split behavior is unrelated to InternVL2 remote-code meta-init incompatibility." } ] }, @@ -10919,47 +11243,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ - "issue:22355", "issue:28282", "issue:30333", "issue:30990", + "issue:33357", "issue:34689", "issue:35141", - "issue:36331", "issue:38175", "issue:41628", + "issue:42371", "issue:42757", "issue:42831", "issue:42886", - "issue:42898", + "issue:42907", "issue:42994", - "issue:43295", + "issue:43066", + "issue:43122", + "issue:43232", "issue:43479", - "issue:43644", + "issue:43576", "issue:43723", "issue:43756", + "issue:43784", "issue:43824", "issue:44038", "issue:44060", - "issue:44206", - "issue:44222", + "issue:44117", "issue:44261", "issue:44263", "issue:44295", - "issue:44297", - "issue:44360", "issue:44373", "issue:44442", "issue:44483", - "issue:44484", "issue:44485", "issue:44514", + "issue:44521", "issue:44623", + "issue:44704", "issue:44871", "issue:44913", - "issue:44977", + "issue:44945", "issue:44991", "issue:45092", "issue:45103", @@ -10967,39 +11292,22 @@ "issue:45310", "issue:45357", "issue:45406", - "issue:45459", - "issue:45656" + "issue:45593" ], "soft_pairs": [ - "issue:42898|issue:43295", - "issue:44222|issue:44297", - "issue:43479|issue:43644", - "issue:44297|issue:45656", - "issue:44442|issue:45459", - "issue:42831|issue:44623", - "issue:44222|issue:44623", - "issue:44206|issue:45103", - "issue:22355|issue:28282", - "issue:41628|issue:42757", - "issue:30333|issue:36331", - "issue:44297|issue:45310", - "issue:44263|issue:44360", - "issue:43723|issue:44977", - "issue:44222|issue:44484", "issue:44483|issue:45406", - "issue:44263|issue:45092", "issue:30333|issue:34689", "issue:28282|issue:30333", "issue:30333|issue:35141", "issue:44295|issue:44623", - "issue:43723|issue:44871", - "issue:44514|issue:45103", + "issue:44373|issue:44485", "issue:44261|issue:45092", + "issue:44514|issue:45103", + "issue:43723|issue:44871", "issue:43723|issue:44991", - "issue:44373|issue:44485", "issue:43479|issue:44913", - "issue:43723|issue:44442", "issue:45092|issue:45357", + "issue:43723|issue:44442", "issue:30990|issue:38175", "issue:42886|issue:42994", "issue:41628|issue:43824", @@ -11007,258 +11315,218 @@ "issue:42831|issue:44038", "issue:42757|issue:45278", "issue:44263|issue:44373", - "issue:43756|issue:44060" + "issue:43756|issue:44060", + "issue:43232|issue:45593", + "issue:43576|issue:43784", + "issue:43122|issue:44521", + "issue:42886|issue:43066", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42907|issue:44945" ], - "prepared_review_unit_hash": "03c58641b487c01584a95f7740e03f79880a36a5af71cbfbb2040620b918a674", + "prepared_review_unit_hash": "d70436ebcc528f04e3ab7ea0afa69e365c39d22ac42cc717972ffe6957fe6f33", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38554, - "estimated_input_tokens": 9639, - "estimated_eval_tokens": 19534 + "soft_pair_count": 29, + "serialized_chars": 36113, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "The cluster is broadly heterogeneous: most pairs are only superficially similar (imports, tokenizers, save_pretrained, v5 regressions) but describe different code paths and failures. No soft edge looks like a true duplicate, and there are no PRs to consider.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 43723 is the best representative anchor because it is a concrete, user-facing v5 tokenizer-loading regression and sits near the center of the tokenizer-related subgroup in this set.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43723 is the strongest standalone issue: it is specific, reproducible, and closest to several other tokenizer-related reports without being overly broad.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:42898", - "right": "issue:43295", - "accept": false, - "reason": "Different regressions: tokenization cleanup behavior vs processor/tokenizer access in v5.5.3." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "Both mention saving, but one is FP8/MoE model saving and the other is tokenizer metadata serialization." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Config default initialization bug vs non-persistent buffer corruption; unrelated code paths." - }, - { - "left": "issue:44297", - "right": "issue:45656", - "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to DeepSpeed calling optimizer.step twice." - }, - { - "left": "issue:44442", - "right": "issue:45459", - "accept": false, - "reason": "Both are tokenizer-related, but one is AutoTokenizer model registration and the other is exception masking when protobuf is absent." - }, - { - "left": "issue:42831", - "right": "issue:44623", - "accept": false, - "reason": "FP8 accuracy issue is not the same as missing files in processor.save_pretrained()." - }, - { - "left": "issue:44222", - "right": "issue:44623", - "accept": false, - "reason": "Different save_pretrained failures: MoE FP8 model saving vs processor artifact omission." - }, - { - "left": "issue:44206", - "right": "issue:45103", - "accept": false, - "reason": "Feature extractor center-arg crash is unrelated to the auto_docstring AttributeError under future annotations." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Both are import errors, but one is transformers.onnx and the other is missing PyTorch." - }, - { - "left": "issue:41628", - "right": "issue:42757", - "accept": false, - "reason": "Different missing symbols from different packages: transformers AutoImageProcessor vs huggingface_hub is_offline_mode." - }, - { - "left": "issue:30333", - "right": "issue:36331", - "accept": false, - "reason": "MLflow reporting on failed training is unrelated to CustomTrainer.compute_loss signature breakage." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer serialization mismatch is not the same as Qwen3.5 MoE from_pretrained failure." - }, - { - "left": "issue:44263", - "right": "issue:44360", - "accept": false, - "reason": "Both touch DSA indexer, but one is torch.split return handling and the other is a missing ReLU." - }, - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "Tokenizer loading regression and flash-attention generation failure are different bugs." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8/MoE save bug is unrelated to the 50GB shard-size default question." - }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions. The soft matches are largely superficial similarities around loading/import/config codepaths, but none look like the same underlying bug or change. No pull requests are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43723 is the broadest, most user-facing loading regression in the set (AutoTokenizer.from_pretrained in v5), but the items do not form a true duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best representative only in a loose sense because several other items are nearby tokenizer/import failures; however, the cluster is too heterogeneous for a strong canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "API request rejection and Gemma4Processor missing _tokenizer are separate server/processor failures." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "DSA indexer split behavior is unrelated to remote-code checkpoint meta-init incompatibility." + "reason": "Different surfaces: chat-completions API rejection vs Gemma4Processor missing _tokenizer." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow job state reporting is not the same as a model-loading regression for Llama 3.2 Vision." + "reason": "MLflow job reporting vs Llama 3.2 vision model-loading failure; unrelated bugs." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Missing PyTorch import and failed-job MLflow reporting are unrelated." + "reason": "PyTorch import dependency error vs MLflow reporting on failed training jobs." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job reporting and embedding reinitialization during post_init are different bugs." + "reason": "Job-status reporting bug vs embedding resize/post_init weight reinitialization." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Buffer registration/read error is unrelated to missing processor files on save." + "reason": "position_ids buffer access issue vs processor.save_pretrained missing files; different codepaths." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer loading failure and eos_token_id config inconsistency are distinct issues." + "reason": "Docstring mistake vs GLM-5 RoPE implementation bug; not the same issue." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Batched chat-template crash is unrelated to auto_docstring annotation handling." + "reason": "Precision/config note for MLA q_a_layernorm vs meta-init incompatibility for old InternVL2 checkpoints." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "RMS norm epsilon precision bug is not the same as InternVL2 meta-initialization incompatibility." + "reason": "Multimodal chat template crash vs auto_docstring AttributeError from future annotations." }, { "left": "issue:43723", - "right": "issue:44991", + "right": "issue:44871", "accept": false, - "reason": "Both are tokenizer loading complaints, but they affect different models and likely different failure modes." + "reason": "Generic tokenizer loading regression vs Gemma-3 eos_token_id config mismatch." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43723", + "right": "issue:44991", "accept": false, - "reason": "Docstring typo and GLM-5 RoPE implementation bug are not the same artifact." + "reason": "Both are tokenizer-loading failures, but for different models and failure modes; no shared root cause shown." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but they concern different parameters and reload behaviors." + "reason": "Config defaulting bug in Phi4Multimodal vs rotary_pct not persisting in GPTNeoXConfig." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "AutoTokenizer failing for a specific tokenizer class is separate from the v5 tokenizer-loading regression being discussed here." + "reason": "Remote-code/meta-init incompatibility vs incorrect save_pretrained visual encoder keys." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "Remote-code meta-init incompatibility is unrelated to Qwen3.5 visual encoder key saving." + "reason": "Different tokenizer loading failures for different tokenizer classes; not enough to unify." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "SentenceTransformers loading stall and SigLIP2 zero-probability outputs are different failures." + "reason": "Loading hangs in Sentence Transformers vs unexpected zero probabilities in SigLIP2 inference." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading is unrelated to quantized model saving failure." + "reason": "Offline cache tokenization failure vs quantized model saving failure." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Different import issues: AutoImageProcessor missing vs Qwen2_5_VLForConditionalGeneration missing." + "reason": "Missing AutoImageProcessor export vs missing Qwen2_5_VLForConditionalGeneration export; separate import bugs." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy regression and Qwen3.5 MoE from_pretrained error are unrelated." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 Moe from_pretrained error." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy issue is not the same as the Qwen3-VL-Moe bug." + "reason": "FP8 accuracy regression vs Qwen3-VL-Moe bug; different problems." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A specific missing helper import is not the same as a broad report of many import errors after upgrade." + "reason": "Specific huggingface_hub import error vs broad Transformers v5 import failures; too vague to merge." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexing logic bug and docstring wording issue are unrelated." + "reason": "torch.split behavior bug vs docstring correction for position_ids." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer loss and Qwen3-Next tied-weights warning are different model-specific bugs." + "reason": "Smollm3 RoPE layer dropping vs Qwen3-Next tied-weights warning; unrelated model issues." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs sync bug vs D-FINE auxiliary-loss issue." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "transformers env CLI regression vs sentence-transformers import NameError." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization changes across versions vs multimodal assistant_masks all-zero bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache failure vs wrong tokenizer decoder type in v5." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API migration warning vs GlmMoeDsaIndexer torch.split issue." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES/from_pretrained assumption bug vs AutoProcessor cached_file kwargs propagation bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs MacOS bus error on CLIP model." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save failure vs incorrect output under pipeline parallelism." } ] }, @@ -11280,36 +11548,35 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:29127", "issue:30990", - "issue:33357", "issue:36296", "issue:39401", "issue:41628", "issue:42371", + "issue:42757", "issue:42831", - "issue:42886", "issue:42907", - "issue:43066", "issue:43116", "issue:43122", "issue:43232", + "issue:43278", "issue:43408", "issue:43452", "issue:43475", - "issue:43576", "issue:43784", + "issue:43824", "issue:43937", "issue:43976", + "issue:43992", "issue:44038", - "issue:44117", "issue:44222", "issue:44261", - "issue:44263", "issue:44295", "issue:44297", + "issue:44351", "issue:44360", "issue:44373", "issue:44485", @@ -11323,39 +11590,33 @@ "issue:44829", "issue:44945", "issue:44964", + "issue:44977", "issue:45200", + "issue:45216", "issue:45245", "issue:45278", "issue:45290", - "issue:45593", + "issue:45478", "issue:45600" ], "soft_pairs": [ - "issue:43232|issue:45593", - "issue:43576|issue:43784", - "issue:42886|issue:43066", - "issue:43122|issue:44521", - "issue:42371|issue:44263", - "issue:44117|issue:44704", - "issue:30990|issue:33357", - "issue:42907|issue:44945", "issue:43976|issue:44945", - "issue:43122|issue:44514", "issue:44704|issue:45290", + "issue:43122|issue:44514", "issue:43232|issue:44743", - "issue:39401|issue:44488", "issue:44295|issue:44297", + "issue:39401|issue:44488", "issue:43408|issue:43475", "issue:43232|issue:45245", "issue:42907|issue:43937", "issue:41628|issue:45278", "issue:43784|issue:45600", - "issue:44625|issue:44829", "issue:44360|issue:44485", "issue:39401|issue:44521", + "issue:44625|issue:44829", "issue:44261|issue:44373", - "issue:43122|issue:44779", "issue:29127|issue:30990", + "issue:43122|issue:44779", "issue:43116|issue:45200", "issue:42371|issue:42831", "issue:44038|issue:44297", @@ -11363,234 +11624,241 @@ "issue:44038|issue:44295", "issue:36296|issue:43116", "issue:42907|issue:43452", - "issue:44038|issue:44222" + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:43992|issue:44704", + "issue:42757|issue:44351", + "issue:42907|issue:44222", + "issue:43122|issue:44977", + "issue:43278|issue:44945" ], - "prepared_review_unit_hash": "76fb63881ad5cab9381d33e9abbb679ca403de167a058371662d5710e4af1bee", + "prepared_review_unit_hash": "7c880a32e575767c192f79e8912a9c7b6fbde3c73b3be576db97e46f2c6cecd0", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36549, - "estimated_input_tokens": 9138, - "estimated_eval_tokens": 18532 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36881, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenization regressions, chat-template/processor bugs, model-loading/import failures, generation-state issues, and a few precision/training reports. The soft pairs are largely superficial similarities rather than true duplicates, so I would not merge any of them.", - "confidence": 0.27, - "canonical_issue_reason": "issue:43122 is the broadest and most reusable bug report in the tokenizer-regression subset ('different tokenization with same tokenizer from 4.57.3 to 5.0'), making it the best anchor among these mostly unrelated issues.", + "summary": "This cluster is a grab-bag of mostly unrelated Transformers regressions, import errors, tokenizer issues, and model-specific bugs. None of the soft pairs are close enough to treat as the same underlying fix, so I would keep them separate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43824 is the best representative anchor because it is a concrete import regression with the strongest cross-link signal in the set; the rest of the items are too heterogeneous to form a single true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the cleanest representative issue to keep as the cluster anchor because it captures a general, user-facing tokenizer behavior regression rather than a model-specific edge case.", + "best_issue_reason": "issue:43824 is the most suitable issue to anchor triage: specific, high-signal, and broadly relevant compared with the more niche or ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Different code paths: generation kwarg propagation after sync_gpus vs D-FINE auxiliary-loss behavior." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "Unrelated failures: transformers env CLI issue vs sentence-transformers import NameError." - }, - { - "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "Both tokenizer-related, but one is offline cache loading and the other is decoder-type mismatch in v5; not the same bug." - }, - { - "left": "issue:43122", - "right": "issue:44521", - "accept": false, - "reason": "Both involve tokenization/chat templating, but one is a general tokenizer regression and the other is an assistant-mask bug for multimodal inputs." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "Different areas: TF32 configuration warning vs torch.split return-value handling in GlmMoeDsaIndexer." - }, - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "Tokenizer mapping fallback bug vs AutoProcessor cached_file kwarg forwarding; different call sites." - }, - { - "left": "issue:30990", - "right": "issue:33357", - "accept": false, - "reason": "Loading hang in sentence-transformers vs MacOS bus error on a CLIP model; unrelated symptoms and layers." - }, - { - "left": "issue:42907", + "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Model save/dequantization failure vs incorrect output under pipeline parallelism; not the same underlying issue." + "reason": "Both mention generation/runtime problems, but one is a Python version compatibility issue and the other is incorrect pipeline-parallel LLM output; different bugs." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Python version compatibility problem vs pipeline-parallel generation bug." + "reason": "Both involve processor/chat-template code paths, but one is about kwargs not reaching cached_file and the other is a crash on assistant tool-call messages." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer regression vs apply_chat_template crash on batched multimodal input; adjacent but distinct bugs." - }, - { - "left": "issue:44704", - "right": "issue:45290", - "accept": false, - "reason": "AutoProcessor kwarg forwarding issue vs chat-template crash with assistant tool-call messages; different code paths." + "reason": "Tokenizer behavior is involved in both, but one is a version-to-version tokenization change and the other is a batched apply_chat_template padding crash." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Generation state update bug vs recurrent-state reset in modular_qwen3_5.py; not the same defect." + "reason": "Both touch generation/cache internals, but the reported failures are different: sync_gpus kwarg handling versus recurrent state reset in modular_qwen3_5." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug vs model loading failure for cjvt/sleng-bert; unrelated." + "reason": "These are unrelated save/load issues: one concerns reading a registered position_ids buffer, the other a tokenizer_class mismatch in tokenizer_config.json." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Position_ids buffer access error vs tokenizer_class metadata mismatch on save_pretrained." + "reason": "Both are model/tokenizer complaints, but one is an offset_mapping bug and the other is a load failure for a specific tokenizer/model artifact." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same model family, but one is a model-type warning and the other is a missing attribute in SAM 3 Video output." + "reason": "Same SAM3 Video family, but one is a config/model-type warning and the other is a missing attribute on Sam3VisionEncoderOutput; not the same concrete bug." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Generation bookkeeping bug vs category-count runtime limit; unrelated." + "reason": "Generation kwarg handling and a category-count runtime limit are unrelated problems." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Dequantized model save failure vs invalid GenerationConfig for GLM-5." + "reason": "Different model-family errors: dequantized save failure versus invalid GenerationConfig for GLM-5." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import-related regressions, but one is a specific missing AutoImageProcessor import and the other is broad import failures after an update; too loose to merge." + "reason": "Both are import-related, but one is a single missing AutoImageProcessor export and the other is a broad upgrade breakage report with many possible causes." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import NameError vs stale auto_mappings references to removed Sam3LiteText configs." - }, - { - "left": "issue:44625", - "right": "issue:44829", - "accept": false, - "reason": "num_labels propagation bug vs flash_attention_3 degenerate training; different model/config problems." + "reason": "Sentence-transformers import NameError and SAM3 auto-mapping CI breakage are distinct failures." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation issue vs GLM-5 RoPE implementation issue; unrelated internals." + "reason": "A missing ReLU in the DSA indexer and a GLM-5 RoPE implementation issue are unrelated." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Wrong offset_mapping vs all-zero assistant_masks; both tokenizer-adjacent but distinct." + "reason": "Both involve Qwen tokenizer/chat-template behavior, but one is offset_mapping and the other is assistant_masks being all zero for multimodal inputs." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Missing rms_norm_eps precision bug vs wrong docstring; one is behavioral, the other documentation." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are different model behavior bugs." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Both mention tokenizer regressions, but one is a general version-change report and the other is Deepseek-specific; no evidence of the same code path." + "reason": "One is a missing config.rms_norm_eps causing precision mismatch; the other is a wrong docstring for position_ids." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue vs loading hang in sentence-transformers; unrelated." + "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a generic tokenization change across versions and the other is a Deepseek tokenizer correctness bug." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example script multi-label output bug vs Gemma 4 multimodal token-type defaulting problem." + "reason": "Multi-label classification empty results and Gemma 4 mm_token_type_ids defaults are different example/model configuration issues." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API/settings warning vs FineGrainedFP8 accuracy regression; both precision-related but not the same bug." + "reason": "TF32 API guidance and FineGrainedFP8 accuracy regression are not the same bug." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug vs tokenizer_class mismatch on save_pretrained; different subsystems." + "reason": "Qwen3-VL-Moe loading/version issue and tokenizer save metadata mismatch are unrelated." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals vs loading Phi-4 multimodal; unrelated model-specific failures." + "reason": "Different affected models and failure modes: save_pretrained on dequantized models versus loading Phi-4 multimodal instruct." }, { "left": "issue:44038", - "right": "issue:44295", + "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe issue vs position_ids buffer access error; no shared underlying defect." + "reason": "Both mention MoE/quantization themes, but one is a load regression and the other is an FP8 save_pretrained problem." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different upstream breakages; not a single duplicate fix." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is checkpoint saving and the other is from_pretrained loading; too different to merge as one bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor kwargs forwarding are separate issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Tensor-parallel training bug vs example-script empty-results bug; different execution paths." + "reason": "These are different missing-import complaints from different modules and symbols." }, { "left": "issue:42907", - "right": "issue:43452", + "right": "issue:44222", + "accept": false, + "reason": "Both concern saving models, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE saving; different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer/generation-adjacent Qwen3.5 reports, but one is a tokenization version change and the other is flash-attention generation failure." + }, + { + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Dequantized save failure vs gguf_file load path breakage; different I/O surfaces." + "reason": "Embedding dtype drift during evaluation and incorrect output under pipeline parallelism are unrelated behaviors." }, { "left": "issue:44038", - "right": "issue:44222", + "right": "issue:45290", + "accept": false, + "reason": "Qwen3-VL-Moe loading/version regression and chat-template crash on tool-call messages are different failures." + }, + { + "left": "issue:43116", + "right": "issue:44521", + "accept": false, + "reason": "Classification example script behavior and multimodal assistant_masks generation are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44261", + "accept": false, + "reason": "A SAM3 model-type warning and an MLA q_a_layernorm precision/config issue do not share the same underlying bug." + }, + { + "left": "issue:44295", + "right": "issue:44360", "accept": false, - "reason": "Qwen3-VL-Moe runtime bug vs FP8 save_pretrained issue; only a broad MoE/vision-model overlap." + "reason": "A buffer access problem and a missing ReLU in the DSA indexer are unrelated." } ] }, @@ -11612,27 +11880,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:22355", "issue:29127", "issue:33453", "issue:38617", "issue:39401", + "issue:41628", "issue:42222", "issue:42371", "issue:42673", - "issue:42757", - "issue:42907", "issue:43064", "issue:43116", - "issue:43122", - "issue:43278", + "issue:43421", "issue:43441", + "issue:43450", "issue:43493", "issue:43673", "issue:43784", - "issue:43824", "issue:43825", "issue:43827", "issue:43874", @@ -11640,23 +11906,25 @@ "issue:43931", "issue:43937", "issue:43976", - "issue:43992", + "issue:43986", "issue:44038", "issue:44075", "issue:44117", "issue:44222", - "issue:44351", + "issue:44291", "issue:44485", - "issue:44704", "issue:44779", + "issue:44829", "issue:44936", "issue:44945", "issue:44977", + "issue:45071", "issue:45072", "issue:45083", "issue:45216", "issue:45278", "issue:45341", + "issue:45405", "issue:45446", "issue:45478", "issue:45561", @@ -11664,16 +11932,9 @@ "issue:45588" ], "soft_pairs": [ - "issue:43824|issue:44351", - "issue:45216|issue:45478", - "issue:43992|issue:44704", - "issue:42757|issue:44351", - "issue:43122|issue:44977", - "issue:43278|issue:44945", - "issue:42907|issue:44222", "issue:43784|issue:45446", - "issue:42673|issue:45072", "issue:42222|issue:43441", + "issue:42673|issue:45072", "issue:38617|issue:45278", "issue:43937|issue:44485", "issue:43064|issue:43673", @@ -11685,8 +11946,8 @@ "issue:44038|issue:45478", "issue:44222|issue:45478", "issue:43116|issue:43825", - "issue:33453|issue:39401", "issue:43937|issue:45563", + "issue:33453|issue:39401", "issue:45083|issue:45446", "issue:39401|issue:44779", "issue:43931|issue:44945", @@ -11694,222 +11955,210 @@ "issue:43827|issue:45446", "issue:43937|issue:44977", "issue:42673|issue:43906", - "issue:45341|issue:45561" + "issue:45341|issue:45561", + "issue:45405|issue:45446", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:39401|issue:43421", + "issue:44829|issue:45216", + "issue:38617|issue:41628" ], - "prepared_review_unit_hash": "dba6062897f675c500365ff3bdd3569f0f3e9351287aa5d43bf572967ce749d0", + "prepared_review_unit_hash": "be34952fbb8ab53def645b932d2d395d2e9e21eb0be92fa7228340ff3fc07d44", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36559, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "soft_pair_count": 30, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues; the soft edges are broad title-similarity matches, not clear duplicates. I would reject all candidate edges and not treat this as a single duplicate cluster.", + "summary": "This cluster is thematically related by Transformers v5 regressions and import/model-loading failures, but the items are mostly distinct bugs rather than true duplicates. The broadest umbrella issue is the generic import-regression report, while the rest are specific model- or feature-level failures.", "confidence": 0.82, - "canonical_issue_reason": "No single issue is a clear canonical duplicate target; the set spans many unrelated regressions, import errors, tokenizer bugs, and model-specific failures.", + "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster because it describes multiple import failures after upgrading to v5.5.0, which is the closest umbrella among these largely unrelated regressions.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick an anchor, issue 45278 is the broadest umbrella for upgrade-related import failures, but it is still too generic to serve as a reliable canonical issue.", + "best_issue_reason": "Issue 45278 is the best single issue to represent the cluster because it is the most general and central v5 import-regression report; the other items are narrower, unrelated concrete failures.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Different missing symbols and different code paths; both are import errors, but not the same bug." - }, - { - "left": "issue:45216", - "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5/MoE save/load behavior, but one is checkpoint corruption on save_pretrained and the other is a from_pretrained load failure; not enough evidence they are the same defect." - }, - { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "One is model weight loading for UMT5Encoder, the other is AutoProcessor kwargs forwarding; unrelated code paths." - }, - { - "left": "issue:42757", - "right": "issue:44351", - "accept": false, - "reason": "Different missing imports from different modules; same broad symptom, not the same issue." - }, - { - "left": "issue:43122", - "right": "issue:44977", - "accept": false, - "reason": "Tokenizer regression versus flash-attention generation failure; different underlying problems." - }, - { - "left": "issue:43278", - "right": "issue:44945", - "accept": false, - "reason": "Embedding dtype mismatch in eval is not the same as pipeline-parallelism output corruption." - }, - { - "left": "issue:42907", - "right": "issue:44222", - "accept": false, - "reason": "Both concern save_pretrained and quantization, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE saving; distinct bugs." - }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import failure and flex_attention PyTorch version check are unrelated." + "reason": "Both are import/version-related failures, but they affect different symbols and code paths; not the same bug." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "VRAM leak across dataloader threads versus dtype mismatches in bfloat16 inference; different failures." + "reason": "Different model families and different failure modes (VitPose breakage vs FlashAttention on Ministral-3)." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure do not share a concrete bug path." + "reason": "Unrelated subsystems and symptoms: VRAM leak in dataloader threads vs dtype mismatch in bfloat16 inference." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad umbrella for many import errors, but 38617 is one specific missing symbol; not clearly the same root cause." + "reason": "45278 is an umbrella report about many import errors; 38617 is one specific missing import. Related theme, but not the same underlying bug." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are different issues." + "reason": "Same model prefix, but one is a GenerationConfig validation error and the other is a RoPE implementation discussion." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache in chunked prefill." + "reason": "Different training/loading paths and different symptoms; not plausibly one merged fix." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Module import error versus LayoutLMv3 box-content error; no shared bug." + "reason": "No shared concrete bug: missing module import vs LayoutLMv3 error-message clarity." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-patch helper are unrelated." + "reason": "TF32 settings guidance and a missing image-patch helper are unrelated issues." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label classification example failure and SigLIP2 implementation discrepancy are different problems." + "reason": "Different models and different correctness bugs; only a broad NLP/modeling similarity." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Ignored SGD args and train/evaluate failure are not the same code-path bug." + "reason": "Optimizer argument handling and trainer post-train evaluation failure are distinct code paths." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility issue versus flex_attention import/version check; unrelated." + "reason": "Both mention version compatibility, but they concern different dependencies and different checks." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3 model variants and different failures; not a single fixable bug." + "reason": "Both are Qwen3 MoE-related, but they describe different failures (v5.0/Qwen3-VL-Moe vs from_pretrained error on Qwen3.5 Moe)." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained bug and Qwen3.5 from_pretrained error are distinct save/load paths." + "reason": "Save-pretrained FP8 behavior and from_pretrained loading failure are different concrete bugs." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Run-classification multi-label output issue is unrelated to the pipeline() deprecation/error-message problem." + "reason": "Example-script multi-label output bug and pipeline doc/error-message mismatch are unrelated." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer loading regression versus wrong offset_mapping; both tokenization-related but not the same defect." + "reason": "Different generation issues: invalid GenerationConfig vs stale warning for num_return_sequences." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "GenerationConfig invalid and stale num_return_sequences warning are unrelated." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Qwen3 Omni feature-extraction helper behavior and a flex_attention import/version check are unrelated." + "reason": "Feature-extraction helper behavior and PyTorch version-check logic are unrelated." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions for different models; no evidence of one shared root cause." + "reason": "Different tokenizer models and different incorrect outputs; not the same underlying defect." }, { "left": "issue:43931", "right": "issue:44945", "accept": false, - "reason": "Weight-shape loading mismatch is not the same as incorrect output under pipeline parallelism." + "reason": "Weight-shape loading mismatch and pipeline-parallel output corruption are distinct failure modes." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None-handling and flash_attention s_aux=None crash are unrelated." + "reason": "Tokenizer mapping fallback bug and flash_attention s_aux handling are unrelated code paths." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention import/version check are not the same bug." + "reason": "Docs referencing removed pipeline APIs and a PyTorch version check bug are not the same issue." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation issues are different." + "reason": "Different models and different symptoms; both are generation-related but not the same bug." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak in multi-threaded dataloaders and an isolated reproduction of another issue are not the same bug." + "reason": "43906 is an isolated reproduction of another issue; nothing indicates it is the same VRAM leak." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A generic testing_utils bug and a specific xdist race on captured_info.txt are too different to merge as duplicates." + "reason": "Both touch testing_utils.py, but one is a generic bug report and the other is a specific xdist race; insufficient evidence they are the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue and a PyTorch import-version check are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but they affect different objects and code paths: init_empty_weights loading vs PretrainedConfig type checking." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug and AutoProcessor crash without torchvision are distinct failures." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing exports and different call sites." } ] }, @@ -11931,10 +12180,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:38617", - "issue:39401", "issue:41628", "issue:42175", "issue:42222", @@ -11946,36 +12194,37 @@ "issue:43097", "issue:43122", "issue:43408", - "issue:43421", "issue:43441", - "issue:43450", + "issue:43452", "issue:43577", "issue:43582", "issue:43673", "issue:43742", "issue:43874", + "issue:43931", "issue:43937", "issue:43986", + "issue:44038", "issue:44075", "issue:44117", "issue:44220", "issue:44261", - "issue:44291", + "issue:44263", "issue:44410", "issue:44483", "issue:44484", + "issue:44485", "issue:44493", "issue:44496", "issue:44829", "issue:44933", + "issue:44987", + "issue:45003", "issue:45071", "issue:45081", - "issue:45216", "issue:45278", "issue:45310", "issue:45341", - "issue:45405", - "issue:45446", "issue:45459", "issue:45464", "issue:45478", @@ -11983,14 +12232,8 @@ "issue:45656" ], "soft_pairs": [ - "issue:44291|issue:45071", - "issue:45405|issue:45446", - "issue:43450|issue:43986", - "issue:39401|issue:43421", - "issue:44829|issue:45216", - "issue:38617|issue:41628", - "issue:44117|issue:45081", "issue:44410|issue:45310", + "issue:44117|issue:45081", "issue:44484|issue:45310", "issue:42371|issue:44261", "issue:43408|issue:43742", @@ -11998,8 +12241,8 @@ "issue:42673|issue:43582", "issue:43937|issue:44496", "issue:42673|issue:43577", - "issue:38617|issue:44220", "issue:42175|issue:42222", + "issue:38617|issue:44220", "issue:44933|issue:45278", "issue:44483|issue:45464", "issue:43012|issue:43577", @@ -12011,224 +12254,258 @@ "issue:44410|issue:45478", "issue:43874|issue:44261", "issue:43097|issue:44493", - "issue:43012|issue:43408", "issue:42222|issue:45459", - "issue:43441|issue:44829" + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43986|issue:44484", + "issue:43931|issue:44410", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:43931|issue:44038", + "issue:44117|issue:44987", + "issue:43097|issue:43452" ], - "prepared_review_unit_hash": "77298b001a5d22efa40f1c7d30044525d452b8fc1c07626dbe6effc7558e9275", + "prepared_review_unit_hash": "9cf55afc2d22aa12ebbb3030f7629cf459c83e6baa0f0cab4afaca34de0ff21d", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36802, - "estimated_input_tokens": 9201, - "estimated_eval_tokens": 18658 + "soft_pair_count": 35, + "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 mostly a loose thematic grouping of unrelated bugs; issue 45278 is the broadest version-regression umbrella, but most pairwise matches are not true duplicates.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45278 is the broadest, most general anchor in the set: a version-upgrade report about many import errors after moving to 5.5.0. It\u2019s the best representative issue for a loose cluster, even though most other items are different bugs.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers v5 regressions and upgrade breakages (imports, model loading, tokenizer behavior, API changes). The soft pairs are usually only related by broad subsystem/version, not the same underlying bug, so I would not merge them as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring post-upgrade import/regression theme, though it is not a true duplicate of the other items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best fits as the cluster anchor because it captures the widest scope and the most generic regression framing among these issues.", + "best_issue_reason": "issue:45278 is the best umbrella issue for triage because it captures the widest version-upgrade import breakage pattern seen across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44291", - "right": "issue:45071", - "accept": false, - "reason": "Different failures: init_empty_weights argument handling vs PreTrainedConfig type checking." - }, - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "Unrelated problems: PEFT version pin availability vs a PyTorch version gate for flex_attention." - }, - { - "left": "issue:43450", - "right": "issue:43986", - "accept": false, - "reason": "Both involve video processing, but one is a batched output-shape bug and the other is an AutoProcessor torchvision dependency crash." - }, - { - "left": "issue:39401", - "right": "issue:43421", - "accept": false, - "reason": "Tokenizer offset mapping bug vs runtime post-processor update behavior; different code paths." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "FlashAttention training degradation vs Qwen3.5 save_pretrained checkpoint regression; not the same bug." - }, - { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different API surfaces." + "reason": "Different concrete failures: missing projections in qwen3next vs a Qwen3.5-MoE from_pretrained loading error." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to the Mistral regex patch backend_tokenizer crash." - }, - { - "left": "issue:44410", - "right": "issue:45310", - "accept": false, - "reason": "Different Qwen family model issues: missing projections vs from_pretrained loading error." + "reason": "Both involve tokenizer internals, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash; not the same bug." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "max_shard_size behavior is unrelated to the Qwen3.5 MoE from_pretrained failure." + "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5-MoE loading failure." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance vs MLA layernorm epsilon precision bug; different concerns." + "reason": "TF32 API guidance and MLA rms_norm_eps precision mismatch are separate issues." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "A model-type warning for sam3_video/sam3_tracker is not the same as a MobileLLM config key error." + "reason": "Model-type warning for sam3_tracker/sam3_video is not the same as a KeyError loading MobileLLM-125M." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose breakage and a TensorFlow/tensorboard backend install issue are separate problems." + "reason": "VitPose model breakage and missing TensorFlow backend are unrelated." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multithreading vs Apple Silicon TypeError in caching_allocator_warmup." + "reason": "VRAM leakage across dataloader threads is a different code path from Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation failure vs unrecognized model/config missing model_type; different loaders and errors." + "reason": "GenerationConfig validation for GLM-5 is not the same as unrecognized model_type / config.json loading failure." }, { "left": "issue:42673", "right": "issue:43577", "accept": false, - "reason": "Qwen3ForCausalLM VRAM leak vs BLIP2 dtype staying float32; unrelated symptoms and fixes." + "reason": "VRAM leak in multithreaded dataloading is unrelated to dtype remaining float32 on BLIP2 load." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "ImportError for layer_type_validation vs a feature-extraction fbank issue; not the same path." + "reason": "Package extra dependency resolution is not the same bug as broken VitPose model loading." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "TensorFlow extra/backend packaging issue vs broken VitPose models; different root causes." + "reason": "ImportError from configuration_utils and _torch_extract_fbank_features are separate failures." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific missing image_utils import is not the same as a broad collection of import errors after upgrading." + "reason": "A specific nonexistent import from image_utils is broader-related only in that both are import problems after upgrade." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both touch chat/completions, but one is a generic API acceptance issue and the other is a Qwen3.5 streaming inference failure." + "reason": "Both mention chat/completions, but one is a general request rejection and the other is a streaming inference failure on a specific model." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A compile-time float32 warning on bfloat16 models is different from BLIP2 loading dtype attributes staying float32." + "reason": "A compile-time precision warning is not the same as BLIP2 components staying float32 on load." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py runtime failure and a small testing_utils bug are unrelated." + "reason": "Running 3d_parallel.py and a bug in testing_utils.py are unrelated." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args being ignored is a different optimizer bug from deepspeed causing double optimizer steps." + "reason": "SGD argument handling and deepspeed causing double optimizer steps are different optimizer bugs." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and changed tokenization between versions are related to tokenizers but not the same defect." + "reason": "Tokenizer decoder type regression and different tokenization output are related only at a very high level; not the same concrete defect." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache missing in v5.0.0 during chunked_prefill is unrelated to a testing utility bug." + "reason": "Generation cache/chunked_prefill behavior is unrelated to testing_utils." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "max_shard_size semantics do not match the Qwen3.5 MoE from_pretrained regression." + "reason": "save_pretrained shard sizing is unrelated to Qwen3.5-MoE from_pretrained errors." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing projections in qwen3next layer 0 is not the same as Qwen3.5 MoE loading failure." + "reason": "Both are Qwen-family issues, but the missing projections bug and the MoE loading bug are different code-path problems." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image patch count helper vs RMS norm epsilon precision issue; different multimodal components." + "reason": "Missing get_number_of_image_patches in GLM46V image processor is unrelated to MLA layernorm epsilon precision handling." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings API and unexpected position-id keys are separate upgrade regressions." + "reason": "Removed tie_embeddings_and_encoder_decoder API and unexpected position-id keys are separate v5 regressions." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and protobuf-hiding tokenizer errors are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention load failure for Ministral-3 is not the same as degenerate training with flash_attention_3." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Float32 precision warning while compiling bfloat16 models is unrelated to sam3 model-type warning." + "reason": "bfloat16 precision warning during compile and sam3 tracker/video model-type warning are unrelated." }, { - "left": "issue:42222", - "right": "issue:45459", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "VitPose model breakage and tokenizer error masking when protobuf is absent are unrelated." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is not the RoPE implementation bug." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure is not the same as PreTrainedConfig type-checking breakage." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Config type checking regression and missing TensorFlow backend are different failures." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision video-model loading crash is unrelated to max_shard_size behavior." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading problems." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model AutoProcessor crash and testing_utils are separate issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL shape mismatch and Qwen3-VL-Moe bug are related by model family only, not the same defect." + }, + { + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Different FlashAttention-related regressions affecting different models and outcomes; not mergeable as one fix." + "reason": "TOKENIZER_MAPPING_NAMES returning None and loading physical-intelligence/fast failures are not the same code-path problem." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder and gguf_file breaking from_pretrained are distinct regressions." } ] }, @@ -12250,28 +12527,30 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:38617", - "issue:41628", "issue:42757", + "issue:42886", + "issue:42907", "issue:43012", "issue:43064", "issue:43066", "issue:43097", + "issue:43208", "issue:43335", "issue:43352", + "issue:43381", "issue:43408", - "issue:43452", "issue:43502", "issue:43531", + "issue:43550", "issue:43824", "issue:43825", "issue:43873", "issue:43874", "issue:43901", "issue:43906", - "issue:43931", "issue:43976", "issue:43986", "issue:43992", @@ -12290,35 +12569,23 @@ "issue:44655", "issue:44704", "issue:44829", - "issue:44987", - "issue:45003", "issue:45071", "issue:45103", - "issue:45245", - "issue:45341", - "issue:45372", - "issue:45375", - "issue:45542", - "issue:45588" - ], - "soft_pairs": [ - "issue:44263|issue:44485", - "issue:41628|issue:45071", - "issue:45071|issue:45542", - "issue:43986|issue:44484", - "issue:43931|issue:44410", - "issue:45003|issue:45341", - "issue:43986|issue:45341", - "issue:43931|issue:44038", - "issue:44117|issue:44987", - "issue:43097|issue:43452", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588" + ], + "soft_pairs": [ "issue:43408|issue:44368", "issue:43335|issue:45071", "issue:43874|issue:44263", "issue:43976|issue:45071", "issue:44829|issue:45245", - "issue:43531|issue:45341", "issue:43986|issue:45372", + "issue:43531|issue:45341", "issue:38617|issue:42757", "issue:43064|issue:44315", "issue:44261|issue:44485", @@ -12326,263 +12593,252 @@ "issue:44038|issue:44410", "issue:38617|issue:44351", "issue:44062|issue:44117", - "issue:43097|issue:45588", "issue:44704|issue:45103", + "issue:43097|issue:45588", "issue:43986|issue:44117", "issue:43502|issue:43992", "issue:43824|issue:43986", "issue:43097|issue:43873", - "issue:43066|issue:43906", "issue:43825|issue:44655", + "issue:43066|issue:43906", "issue:43352|issue:44380", "issue:43992|issue:44484", "issue:43097|issue:43901", - "issue:43012|issue:44368" + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:44380|issue:45479", + "issue:42907|issue:44655", + "issue:43208|issue:43550", + "issue:43352|issue:43976", + "issue:43064|issue:44380" ], - "prepared_review_unit_hash": "cee328c90280e6a341bbccc8e1be2de825daae860b368dc127934846346a542f", + "prepared_review_unit_hash": "0580941e963835b72009d708b2a34d9ce123b8422d8de1dc8086282e3f64d353", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38521, - "estimated_input_tokens": 9631, - "estimated_eval_tokens": 19518 + "soft_pair_count": 33, + "serialized_chars": 37630, + "estimated_input_tokens": 9408, + "estimated_eval_tokens": 19072 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous Transformer regressions and import/load bugs; none of the soft pairs look like the same underlying issue closely enough to merge. I\u2019d keep a single broad v5 regression report as the closest anchor, but there is no strong duplicate cluster here.", - "confidence": 0.28, - "canonical_issue_reason": "Closest anchor is issue 43097 because it is a concrete, user-facing Transformers v5 breakage with inbound references; however, the overall set is too mixed for a true canonical duplicate.", + "summary": "These items are mostly separate Transformers regressions across different subsystems and models; none of the soft pairs look like the same underlying bug/change closely enough to merge. The closest cluster center is a broad v5 API regression issue, but overall duplicate confidence is low.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43097 is the most central of the set: it concerns a broad v5 core-API regression, has the most soft links, and is more representative than the narrower import/attention/model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the most broadly relevant and likely to attract follow-up discussion, but it is not a good duplicate umbrella for the rest of the items.", + "best_issue_reason": "Best overall issue candidate for the cluster because it is the broadest and most connected issue; not a true duplicate hub, but the closest representative.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44263", - "right": "issue:44485", - "accept": false, - "reason": "Different bugs in different model internals: torch.split return handling vs RoPE implementation." - }, - { - "left": "issue:41628", - "right": "issue:45071", - "accept": false, - "reason": "Unrelated failures: missing AutoImageProcessor import vs PretrainedConfig type-checking breakage." - }, - { - "left": "issue:45071", - "right": "issue:45542", - "accept": false, - "reason": "Different areas and symptoms: config type checking vs TensorBoard-only backend error." - }, - { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "Video-model loading crash without torchvision is unrelated to save_pretrained shard-size behavior." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Both are Qwen-family issues, but they affect different models and different concrete failures." - }, - { - "left": "issue:45003", - "right": "issue:45341", - "accept": false, - "reason": "Unsafe sys.modules access is not the same as a testing_utils bug." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "Different code paths entirely: processor loading vs test utility behavior." - }, - { - "left": "issue:43931", - "right": "issue:44038", - "accept": false, - "reason": "Same broad model family, but different bug reports and likely different root causes." - }, - { - "left": "issue:44117", - "right": "issue:44987", - "accept": false, - "reason": "Tokenizer mapping None handling is unrelated to loading physical-intelligence/fast." - }, - { - "left": "issue:43097", - "right": "issue:43452", - "accept": false, - "reason": "A removed embedding-tie API is not the same as gguf_file loading failures." - }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "These warnings concern different model/config mismatches and different underlying causes." + "reason": "Both are warning-style reports, but they concern different model families and different warnings; not the same bug." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug is unrelated to config type checking." + "reason": "One is a SwitchTransformersConfig edge case, the other is a general PretrainedConfig type-checking regression; distinct failures." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM bugs: missing image-patch method vs torch.split return-value handling." + "reason": "Different GLM-family bugs in different components; the symptoms and code paths do not match." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "Python version compatibility issue is not the same as PretrainedConfig type checking." + "reason": "Python version compatibility failure versus config type-checking breakage; unrelated regressions." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "Degenerate FlashAttention-3 training and category-count limits are unrelated problems." + "reason": "Different errors in different paths: FlashAttention training degeneration vs category cardinality limit." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + "reason": "Both involve loading processors/models, but one is a missing torchvision dependency and the other is a mistral_common import break; not the same underlying issue." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Missing torchvision in video processor loading is unrelated to ReasoningEffort import errors." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols in different modules." + "reason": "Both are ImportError reports, but for different missing symbols from different modules and likely different fixes." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to Liger Kernel application in model_init." + "reason": "Different training-stack problems: distributed optimizer-state corruption versus Liger Kernel not applying with model_init." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Precision/epsilon mismatch in MLA is not the same as GLM-5 RoPE implementation details." + "reason": "Different GLM-related issues with different root causes; one is missing eps config, the other is RoPE implementation." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing projections in qwen3next and dropped config field in Qwen3_5MoeVisionConfig are different defects." + "reason": "Both are Qwen-family config/model bugs, but they affect different architectures and missing fields/projections." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen model variants and different missing/incorrect components." + "reason": "Related model family, but one is a broader Qwen3-VL-Moe issue and the other is a specific missing projection bug in qwen3next." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are missing-name import errors, but they concern different exported symbols and different modules." + "reason": "Both are import failures, but they concern different API names and different breakpoints." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken argument duplication is unrelated to tokenizer mapping assumptions." + "reason": "Tokenizer construction bug versus tokenizer mapping assumption bug; different code paths." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Embedding-tie deprecation warning is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are unrelated." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Passing kwargs to cached_file and auto_docstring annotation handling are unrelated." + "reason": "One is a removed config attribute warning/regression; the other is a flash_attention integration crash on s_aux=None. Different problems." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Processor load crash without torchvision is not the same as tokenizer mapping None handling." + "reason": "Processor loading with missing torchvision versus tokenizer mapping None-handling; unrelated." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Ignoring local_files_only is unrelated to missing embed_tokens.weight in UMT5Encoder." + "reason": "Local-files-only network leakage and missing embed_tokens.weight during load are different loading bugs." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Different multimodal-load failures with different missing dependencies/symbols." + "reason": "Top-level model import failure versus AutoProcessor/torchvision crash; separate issues." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "API removal in v5 is unrelated to the quantization offloading problem." + "reason": "Removed tie_embeddings config behavior and quantization offloading problems are distinct." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Wrong tokenizer decoder type and a reproduced external issue are not the same bug." + "reason": "Pipeline translation-task messaging and pipeline save_pretrained behavior are different features." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Pipeline translation-task messaging and Pipeline save_pretrained support are different issues." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not match as the same bug." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Flash Attention support error for Nemotron and GPT2 attention scaling are unrelated." + "reason": "Different attention-backend issues on different models; not a single fixable code-path problem." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing encoder weights and max shard size are unrelated model-loading vs save-pretrained concerns." + "reason": "Missing encoder weights versus shard-size defaults are unrelated save/load behaviors." }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "An API removal warning is not the same as outdated docs for return_all_scores." + "reason": "Config removal warning and stale pipeline docs about return_all_scores are different issues." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "bfloat16 precision warning and tie_word_embeddings warning are different configuration issues." + "reason": "Different warning semantics in different model contexts; not the same defect." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Bfloat16 precision warning and torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading bug versus gradient-checkpointing eval-mode restriction; distinct topics." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored under backends and zero-loss sequence-classification degeneration are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different save paths." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different model-specific bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support warning and Python-version compatibility failure are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are separate code paths." } ] }, @@ -12604,27 +12860,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:36010", "issue:36683", "issue:38617", "issue:42757", - "issue:42886", - "issue:42907", "issue:42994", + "issue:43010", "issue:43012", "issue:43064", "issue:43066", "issue:43208", "issue:43299", "issue:43352", - "issue:43381", "issue:43475", "issue:43502", "issue:43525", "issue:43526", - "issue:43550", "issue:43582", "issue:43618", "issue:43756", @@ -12632,6 +12885,7 @@ "issue:43824", "issue:43867", "issue:43901", + "issue:43931", "issue:43937", "issue:43976", "issue:44038", @@ -12639,6 +12893,7 @@ "issue:44188", "issue:44220", "issue:44230", + "issue:44242", "issue:44263", "issue:44380", "issue:44483", @@ -12649,20 +12904,13 @@ "issue:44683", "issue:44938", "issue:45216", + "issue:45278", "issue:45290", "issue:45381", "issue:45440", - "issue:45479", "issue:45593" ], "soft_pairs": [ - "issue:43012|issue:43550", - "issue:42886|issue:43381", - "issue:44380|issue:45479", - "issue:43208|issue:43550", - "issue:42907|issue:44655", - "issue:43352|issue:43976", - "issue:43064|issue:44380", "issue:43618|issue:44380", "issue:43208|issue:43526", "issue:44483|issue:44514", @@ -12672,8 +12920,8 @@ "issue:42757|issue:43824", "issue:44038|issue:44230", "issue:44483|issue:45290", - "issue:44483|issue:45381", "issue:43299|issue:43867", + "issue:44483|issue:45381", "issue:38617|issue:43502", "issue:43756|issue:44485", "issue:43901|issue:44655", @@ -12684,276 +12932,252 @@ "issue:43352|issue:43937", "issue:44263|issue:45440", "issue:44077|issue:44380", - "issue:43066|issue:45381", "issue:36683|issue:44077", + "issue:43066|issue:45381", "issue:43976|issue:44938", "issue:36683|issue:43525", - "issue:43064|issue:44492", "issue:36010|issue:42757", + "issue:43064|issue:44492", "issue:44188|issue:44380", "issue:43352|issue:45593", - "issue:43618|issue:45216" + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43010|issue:45278", + "issue:43352|issue:43931" ], - "prepared_review_unit_hash": "a38c0a396f6d3c33c40c27efa891e6cab97c751070170d46068ae51adb77bae0", + "prepared_review_unit_hash": "0f410c4c1563418dd8798a8da3031683b72c047b14329408ef0083499e0a3781", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38399, - "estimated_input_tokens": 9600, - "estimated_eval_tokens": 19456 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36610, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers bug reports with only one plausible duplicate pair. Nearly all soft edges are false positives; the only reasonable merge candidate is the CLIP v5 output-regression pair.", - "confidence": 0.84, - "canonical_issue_reason": "Issue:43761 is the clearest representative of the only plausible duplicate subcluster (CLIP v5 forward/output regression). The rest of the items are unrelated enough that no single issue truly canonicalizes the full set.", + "summary": "This cluster is mostly a loose grab-bag of Transformers regressions and import/model-loading issues rather than one duplicate set. The closest umbrella is the broad import-error report after upgrading to 5.5.0, but most pairings are different concrete bugs.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set: a generic post-upgrade import-failure report that can plausibly subsume several other import-related regressions. The rest are mostly model-specific or unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43761 is the best single anchor because it is the most explicit regression report among the near-duplicate CLIP issues and has the cleaner, more specific reproduction claim.", + "best_issue_reason": "issue:45278 is the best representative because it is the most general, upgrade-wide import regression and sits closest to the repeated import-error theme in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43012", - "right": "issue:43550", - "accept": false, - "reason": "Different failures: a bfloat16 compile warning vs a Bamba SDPA torch.compile error." - }, - { - "left": "issue:42886", - "right": "issue:43381", - "accept": false, - "reason": "Offline cache loading bug and eval-mode gradient-checkpointing behavior are unrelated." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Attention scaling under SDPA/FlashAttention is not the same as the zero-loss sequence-classification bug." - }, - { - "left": "issue:43208", - "right": "issue:43550", - "accept": false, - "reason": "xLSTM training blockers and Bamba compile/SDPA failure are different models and code paths." - }, - { - "left": "issue:42907", - "right": "issue:44655", - "accept": false, - "reason": "Dequantized-model saving and pipeline save_pretrained are separate save-path problems." - }, - { - "left": "issue:43352", - "right": "issue:43976", - "accept": false, - "reason": "Unsupported Flash Attention on a model vs Python-version compatibility are unrelated issues." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is not the same as attention scaling being ignored." - }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Both are attention-related, but one is missing CLIP outputs and the other is GPT2 backend scaling behavior." + "reason": "Both touch attention code, but one is a CLIP output regression and the other is GPT-2 attention scaling under SDPA/FlashAttention; different models and different failure modes." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Training bugs in xLSTM do not match a BeitImageProcessorFast label-reduction bug." + "reason": "Completely different subsystems: xLSTM training bugs vs BeitImageProcessorFast label reduction." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions request rejection and batched chat-template crashing are different user-facing failures." + "reason": "One is an API request rejection in /v1/chat/completions, the other is a chat-template batching crash; related area, but not the same bug." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon caching allocator TypeError are unrelated." + "reason": "Unrelated errors: Gemma3Config missing vocab_size vs Apple Silicon TypeError in caching_allocator_warmup." }, { "left": "issue:43618", "right": "issue:43761", - "accept": true, - "reason": "Both describe the same CLIP v5 regression class: forward output fields (attentions/hidden_states) no longer being populated correctly." + "accept": false, + "reason": "Both are CLIP regressions, but one concerns attentions and the other hidden_states; too different to treat as the same concrete bug." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A PyTorch precision warning and a compiled flex_attention failure are not the same bug." + "reason": "Both are compile-related, but one is a warning and the other is a hard flex_attention failure on newer torch; different code paths." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and different dependency breakages." + "reason": "Both are import errors, but from different libraries and symbols; not the same underlying breakage." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3-VL/Qwen3-VL-Moe loading and fp8 inference support are distinct issues." + "reason": "Both mention Qwen3-VL/MoE, but one is model loading regression and the other is fp8 inference support; not mergeable as one fix." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "A v1 chat-completions request rejection is not the same as apply_chat_template crashing on tool-call messages." + "reason": "Both involve chat/completions handling, but one is endpoint acceptance and the other is apply_chat_template with tool-call assistant messages." }, { - "left": "issue:44483", - "right": "issue:45381", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Chat-completions API acceptance and Qwen2.5-VL video vision_position_ids are different regressions." + "reason": "Both are load/save-ish failures, but one is Qwen3-VL-Moe loading and the other is a sorted state_dict load error; different triggers." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44483", + "right": "issue:45381", "accept": false, - "reason": "Qwen3VL MoE loading and a state_dict sorting load-model error are not the same code-path problem." + "reason": "Different issues in different layers: request validation vs Qwen2.5-VL video vision_position_ids." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing layer_type_validation import and local_files_only still making API calls are unrelated." + "reason": "ImportError from transformers.configuration_utils vs API calls happening despite local_files_only=True; unrelated." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE layer mismatch and GLM-5 RoPE discussion are not the same concrete bug." + "reason": "Smollm3 RoPE-layer count bug vs GLM-5 RoPE implementation discussion; same broad topic, but not the same specific defect." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Pipeline save_pretrained docs/behavior and inability to save pipeline objects are not the same fix." + "reason": "Docs mismatch for TextClassificationPipeline vs inability to save Pipeline objects; documentation and serialization are distinct." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are different attribute errors." + "reason": "Gemma3Config missing vocab_size is unrelated to SAM 3 Video missing fpn_position_embeddings." }, { "left": "issue:44220", "right": "issue:44655", "accept": false, - "reason": "_torch_extract_fbank_features() and pipeline save_pretrained failure are unrelated." + "reason": "Audio feature extraction bug vs pipeline save_pretrained failure; no shared code path." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and pipeline serialization failure are different save flows." + "reason": "Quantized model saving failure and pipeline save_pretrained failure are both save-related, but they are different save flows and likely different fixes." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "A state_dict ordering load error and a Qwen3.5 save_pretrained regression are not the same bug." + "reason": "Both concern checkpoint/loading, but one is load failure from state_dict ordering and the other is incorrect Qwen3.5 save_pretrained output." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash-Attention support for Nemotron and GLM-5 generation config validation are unrelated." + "reason": "Nemotron Flash Attention 2 support vs GLM-5 GenerationConfig validation; unrelated bugs." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "torch.split return-value handling in GlmMoeDsaIndexer and DeepseekV3MoE implementation divergence are different problems." + "reason": "Both are MoE-related, but they affect different model implementations (GLM MoE DSA indexer vs DeepseekV3MoE divergence)." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "PatchTSMixer post_init allowance and GPT2 attention scaling under backend kernels are unrelated." + "reason": "PatchTSMixer post_init validation vs GPT-2 attention scaling under backend-specific attention; unrelated." }, { - "left": "issue:43066", - "right": "issue:45381", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "Wrong tokenizer decoder type and Qwen2.5-VL video position IDs are separate regressions." + "reason": "Gemma3 config attribute error vs PatchTSMixer config validation change; different bugs." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:43066", + "right": "issue:45381", "accept": false, - "reason": "Gemma3Config vocab_size missing and patchtsmixer post_init validation are unrelated." + "reason": "Tokenizer decoder type regression vs Qwen2.5-VL video position ids; different components." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Python-version support for Transformers 5.1.0 and Python 3.14 load failure are not the same underlying issue." + "reason": "Both are Python compatibility complaints, but they target different Python versions and likely different root causes." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are different config attribute regressions." + "reason": "Different config attribute missing errors for different models; not the same underlying issue." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Optimizer-state corruption in Trainer/FSDP2 and a cache-strategy typo are unrelated." + "reason": "Both are import errors, but they involve different packages and symbols, so they are not duplicates." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "GenerationMixin import failure and is_offline_mode import failure are distinct import breakages." + "reason": "Distributed optimizer-state bug vs a cache-strategy typo; no shared bug." }, { "left": "issue:44188", "right": "issue:44380", "accept": false, - "reason": "torch.compile branching divergence in attention kernels and GPT2 attention scaling config are different backend bugs." + "reason": "Both mention attention/torch.compile, but one is kernel divergence from branching and the other is ignored scaling config; different defects." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash Attention 2 support and D-FINE auxiliary-loss logic are unrelated model issues." + "reason": "Nemotron Flash Attention support and D-FINE auxiliary-loss handling are unrelated." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output-field regression and Qwen3.5 checkpoint-saving regression are different subsystems and failures." + "reason": "CLIP attentions regression vs Qwen3.5 checkpoint corruption; different models and code paths." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs missing load-balancing loss when output_router_logits=False; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer update should use no_grad is unrelated to the broad import errors in 45278." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failures: Flash Attention support vs Qwen3-VL weight-shape mismatch." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The single accepted soft edge (issue:43618 \u2194 issue:43761) is plausibly the CLIP v5 output-regression subcluster, while the rest of the pairwise rejections are appropriately cautious and supported by distinct titles/bug themes." - }, - "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 }, @@ -12968,24 +13192,26 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:28282", + "issue:30990", + "issue:31795", "issue:33453", "issue:36296", "issue:36683", "issue:41669", + "issue:42548", "issue:42890", "issue:43010", "issue:43064", "issue:43065", - "issue:43352", + "issue:43232", "issue:43502", "issue:43575", "issue:43618", "issue:43723", "issue:43867", - "issue:43931", "issue:43976", "issue:43992", "issue:44062", @@ -12993,8 +13219,8 @@ "issue:44077", "issue:44112", "issue:44222", - "issue:44242", "issue:44246", + "issue:44351", "issue:44355", "issue:44360", "issue:44387", @@ -13006,7 +13232,6 @@ "issue:44964", "issue:45071", "issue:45125", - "issue:45278", "issue:45310", "issue:45341", "issue:45357", @@ -13019,9 +13244,6 @@ "issue:45600" ], "soft_pairs": [ - "issue:36683|issue:44242", - "issue:43010|issue:45278", - "issue:43352|issue:43931", "issue:43992|issue:45310", "issue:41669|issue:44246", "issue:43867|issue:45375", @@ -13035,8 +13257,8 @@ "issue:44360|issue:45440", "issue:44938|issue:45381", "issue:43618|issue:44077", - "issue:36296|issue:43575", "issue:43867|issue:44484", + "issue:36296|issue:43575", "issue:43618|issue:44857", "issue:43618|issue:45588", "issue:28282|issue:33453", @@ -13049,232 +13271,240 @@ "issue:43010|issue:44075", "issue:44222|issue:45125", "issue:43010|issue:43065", - "issue:44387|issue:44556" + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:30990|issue:31795" ], - "prepared_review_unit_hash": "d3f942dd28421911f9ad917d1044450f36efca9bb46651ffbad5f31750340335", + "prepared_review_unit_hash": "96a4abaaa9d7821020b68f204114acf29c3d211f3e9ff3e5286f74df18628687", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 35952, - "estimated_input_tokens": 8988, - "estimated_eval_tokens": 18232 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37073, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated model-loading, version-regression, and test-flakiness issues. Only the import-performance pair looks like a plausible duplicate; the rest are too model- or bug-specific to merge confidently.", - "confidence": 0.61, - "canonical_issue_reason": "issue:41669 is the strongest duplicate anchor here because it gives a concrete root cause for the import slowness symptom reported in issue:44246 (`import *` in model modules).", + "summary": "These issues are mostly a loose family of Transformers loading/import/runtime regressions, but the proposed soft pairs usually point to different models, environments, or code paths rather than the same underlying bug. I would not merge any of the soft edges.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43723 is the best representative of the cluster\u2019s main theme: a concrete, user-facing loading regression in a core public API (`AutoTokenizer.from_pretrained`).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest and most representative report in the set, since it captures the general upgrade-related import/load regression theme better than the narrower model-specific tickets.", + "best_issue_reason": "Issue 43723 is the strongest single exemplar of the broader import/load regression cluster because it is specific, practical, and centrally about model/tokenizer loading behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36683", - "right": "issue:44242", - "accept": false, - "reason": "Different problems: Gemma3 config missing `vocab_size` vs MoE load-balancing loss gating when `output_router_logits=False`." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "Unrelated: cache/layer `update()` no-grad decoration vs broad import errors after upgrading Transformers." - }, - { - "left": "issue:43352", - "right": "issue:43931", - "accept": false, - "reason": "Different model paths and failures: Flash Attention 2.0 support error vs Qwen3-VL weight-shape mismatch." - }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different loading bugs for different models: missing `embed_tokens.weight` in UMT5Encoder vs Qwen3.5 MoE `from_pretrained` error." + "reason": "Different models and symptoms: UMT5Encoder missing `embed_tokens.weight` vs Qwen3.5 MoE `from_pretrained` error." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Both point to import-time slowness in `transformers`; 41669 gives a concrete cause and 44246 reports the same symptom." + "accept": false, + "reason": "Both mention import cost, but one is a code cleanup/perf issue and the other is an intermittent slow-import report; not the same concrete bug." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different bugs: sorted `state_dict` loading error vs Qwen3.5 vision config field being dropped." + "reason": "State-dict sorting load failure and a missing config field in Qwen3.5-VL are unrelated failures." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Different failures: Gemma3 config attribute error vs FSDP2/PEFT optimizer state corruption." + "reason": "Gemma3 config attribute error and FSDP2/PEFT optimizer-state corruption are different layers of the stack." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Not the same underlying bug; one is about compiled Python files, the other is a Python 3.13 `torch.jit.script` parsing/import issue." + "reason": "Compiled-file import errors and a TorchScript parser/IndentationError are different mechanisms." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test issues, but one is missing `set_seed()` in SAM-HQ tests and the other is an xdist file race in patched testing utils." + "reason": "Test flakiness from missing `set_seed()` is unrelated to xdist file races in testing utils." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Different compatibility regressions: Python 3.14 import failure vs `PretrainedConfig` type-checking breakage in v5.4.0." + "reason": "Python 3.14 import/load failure and `PretrainedConfig` type-checking breakage are different regressions." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both involve loading/saving, but one is a generic load-order issue and the other is Qwen3.5 visual encoder key serialization." + "reason": "Loading a sorted state dict and saving incorrect visual encoder keys are opposite directions of the serialization path." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different model bugs: UMT5 encoder missing weights vs Qwen3.5 MoE `from_pretrained` error." + "reason": "Same broad model family, but the concrete failures differ: missing encoder weights vs generic Qwen3.5 MoE load error." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Unrelated: cache/layer no-grad decoration vs Python version compatibility for Transformers 5.1.0." + "reason": "`@torch.no_grad` decoration on cache updates is unrelated to a Python-version compatibility issue." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Different implementation mismatches in different models: DSA indexer activation vs DeepSeekV3 divergence." + "reason": "A missing ReLU in a DSA indexer is not the same bug as DeepSeekV3 implementation divergence." }, { "left": "issue:44938", "right": "issue:45381", "accept": false, - "reason": "Different Python-version/load failure vs a specific Qwen2.5-VL video `vision_position_ids` bug." + "reason": "Python 3.14 loading failure and Qwen2.5-VL video position IDs are unrelated." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different code paths: CLIP output missing attentions vs patchtsmixer `post_init` API restriction." + "reason": "CLIP attentions assignment and patchtsmixer `post_init` allowance are unrelated model-API issues." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:43867", + "right": "issue:44484", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on loading a specific model." + "reason": "Load failure on sorted state dicts is unrelated to the default `max_shard_size` question in `save_pretrained()`." }, { - "left": "issue:43867", - "right": "issue:44484", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Different serialization concerns: sorted `state_dict` load error vs `max_shard_size` default choice." + "reason": "Both involve tensor parallelism, but one is a training bug and the other is an OOM during loading; not the same code path." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Different failures: CLIP output attribute regression vs LwDetr float16 AMP crash." + "reason": "Different model subsystems and failure modes: CLIP output fields vs LwDETR AMP/CUDA crash." }, { "left": "issue:43618", "right": "issue:45588", "accept": false, - "reason": "Different bugs in different modules: CLIP attentions assignment vs flash-attention sink-less model crash." + "reason": "Attention output regression and flash-attention crash on `s_aux=None` are not the same issue." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Different regressions: missing PyTorch import for AutoModel vs tokenizer-loading regression." + "reason": "PyTorch-missing import error and tokenizer-loading regression are different problems." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Different issues: a test seed/flakiness problem vs a Phi-4 multimodal model loading failure." + "reason": "Test seed flakiness is unrelated to a specific multimodal model load failure." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different test failures: SAM-HQ seeding flake vs GraniteSpeech stale device override CI failure." + "reason": "A flaky integration test and a stale-device-override CI failure are different test issues." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Different CI/test issues: missing `set_seed()` vs stale `auto_mappings` references to removed configs." + "reason": "Missing `set_seed()` in tests is unrelated to removed `Sam3LiteText` configs breaking auto-mappings." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Different tokenizer-related bugs: `local_files_only=True` still making API calls vs `AddedToken(..., special=...)` argument duplication." + "reason": "`local_files_only=True` network leakage is unrelated to `AddedToken()` keyword duplication." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are version-upgrade loading regressions, but one is tokenizer loading and the other is checkpoint reload compatibility; too broad to call a duplicate." + "reason": "Both concern loading, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility after version upgrade; too broad to treat as the same bug." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "Different testing-utils problems: SAM-HQ seed instability vs a separate bug in `testing_utils.py`." + "reason": "A seed-related test failure is unrelated to a generic testing_utils bug." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "Different areas: cache/layer no-grad decoration vs SGD optimizer args not being used." + "reason": "`no_grad` decoration on cache/layer updates and SGD argument handling are unrelated." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Different MoE/tensor-parallel issues: FP8 `save_pretrained` bug vs missing `_tp_plan` for Qwen3_5Moe." + "reason": "FP8 save-pretrained behavior and missing `_tp_plan` for tensor parallelism are different MoE issues." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Different code paths: cache/layer `update()` decoration vs dummy `nn.Conv2d` in Sam3PixelDecoder." + "reason": "Cache update decoration and a dummy `Conv2d` in Sam3PixelDecoder are unrelated." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Different bugs: int4 quantization memory growth vs checkpoint reload failure after upgrade." + "reason": "Int4 CUDA memory growth and v4.57-to-v5 reload failure are different regressions." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but for different exported symbols and likely different root causes." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "`no_grad` decoration and generation kwargs syncing after `sync_gpus` are different code paths." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing tensor-parallel plan and a generic Qwen3.5 MoE `from_pretrained` error are related in topic but not clearly the same concrete bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading stall and forward-doc confusion are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the only accepted soft edge (41669 \u2194 44246) is well-supported by the titles and discussion context. The rejected pairs are phrased conservatively and do not overstate duplicate evidence. " - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -13289,10 +13519,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:30333", - "issue:30990", "issue:31795", "issue:33453", "issue:34689", @@ -13300,11 +13529,11 @@ "issue:38617", "issue:41628", "issue:41669", + "issue:42371", "issue:42548", "issue:42757", "issue:42831", "issue:43010", - "issue:43232", "issue:43299", "issue:43502", "issue:43526", @@ -13314,6 +13543,7 @@ "issue:43827", "issue:43874", "issue:43901", + "issue:44038", "issue:44222", "issue:44230", "issue:44261", @@ -13323,6 +13553,7 @@ "issue:44355", "issue:44360", "issue:44368", + "issue:44393", "issue:44485", "issue:44492", "issue:44556", @@ -13333,27 +13564,21 @@ "issue:44961", "issue:45003", "issue:45071", + "issue:45092", "issue:45125", "issue:45230", - "issue:45375", "issue:45468", - "issue:45478", "issue:45542" ], "soft_pairs": [ - "issue:42548|issue:44351", - "issue:43010|issue:43232", - "issue:45125|issue:45478", - "issue:45125|issue:45375", - "issue:30990|issue:31795", "issue:44355|issue:44749", "issue:43502|issue:44485", "issue:30333|issue:33453", "issue:44315|issue:44360", "issue:43010|issue:44368", "issue:43502|issue:44222", - "issue:43299|issue:44556", "issue:43502|issue:44961", + "issue:43299|issue:44556", "issue:44355|issue:44655", "issue:30333|issue:36296", "issue:42831|issue:43874", @@ -13361,8 +13586,8 @@ "issue:44355|issue:45071", "issue:33453|issue:34689", "issue:42757|issue:43576", - "issue:33453|issue:36296", "issue:43827|issue:44961", + "issue:33453|issue:36296", "issue:43576|issue:45071", "issue:43576|issue:43824", "issue:43673|issue:44492", @@ -13381,282 +13606,280 @@ "issue:44273|issue:45542", "issue:44623|issue:45230", "issue:43576|issue:44556", - "issue:41669|issue:43673" + "issue:41669|issue:43673", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44556|issue:45092", + "issue:42371|issue:44492" ], - "prepared_review_unit_hash": "b716d8443f48778ffa20387c1680591401c1f5cbd2bc28fd1c0126dcc544df5e", + "prepared_review_unit_hash": "43c672f933ba029ccef1e3530b471ef999b68937be56f43d9afaeebfc7d30a64", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39346, - "estimated_input_tokens": 9837, - "estimated_eval_tokens": 19930 + "soft_pair_count": 40, + "serialized_chars": 39050, + "estimated_input_tokens": 9763, + "estimated_eval_tokens": 19782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy: it mixes unrelated Transformers issues around v5 regressions, import errors, loading failures, docs, and performance. I don\u2019t see any soft pair that clearly describes the same underlying bug/change, so all soft edges should be rejected. The broadest representative issue is the v5 env-command regression, but only as a cluster anchor, not as a duplicate match.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43576 is the broadest v5 breakage report in the set and has the most soft similarities to other import/API-regression reports, so it is the best representative issue.", + "summary": "All soft pairs look like false positives rather than true duplicates; the set is mostly a grab-bag of unrelated Transformers regressions and docs/import issues. No PRs were provided.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43576 is the most central concrete bug in the set, with the most soft similarity links and a clearly user-facing v5 regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the most central/high-signal issue for this noisy cluster and best captures the shared theme of v5-related breakage.", + "best_issue_reason": "Best overall issue anchor: specific, concrete, and the most connected candidate among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different symbols and likely different root causes." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Different generation/cache bugs in different code paths." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Same model family, but one is tensor-parallel plan missing and the other is a from_pretrained loading error." - }, - { - "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "Both mention Qwen3.5 MoE, but the missing fields and failure modes are different." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Unrelated issues: loading hang versus documentation confusion." - }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-file errors and post-upgrade slowdown are different bugs." + "reason": "Completely different bug: compiled-file errors vs data-processing slowdown after upgrade." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only API leakage and GLM-5 RoPE implementation are unrelated." + "reason": "Unrelated: local_files_only network leak vs GLM-5 RoPE implementation." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting failure and tokenizer loading regression are different problems." + "reason": "Different subsystems: MLflow training-job reporting vs tokenizer loading regression." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application issue and DSA/ReLU concern are unrelated." + "reason": "Liger kernel/model_init behavior is unrelated to DSA indexer ReLU." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "Cache no_grad decoration and a tie_word_embeddings warning are different issues." + "reason": "Cache no_grad decoration and tie_word_embeddings warning are separate issues." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "One is about blocked local file access, the other about FP8 save_pretrained behavior." + "reason": "local_files_only API leakage is unrelated to FP8 save_pretrained behavior." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Both are version-related loading regressions, but they affect different checkpoints and failure modes." + "reason": "local_files_only networking bug is unrelated to 'racoon'." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Local-files-only API access and a placeholder 'racoon' issue are unrelated." + "reason": "Qwen3VL loading regression and v4.57->v5 reload incompatibility are different model-loading bugs." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Running compiled Python files and saving Pipeline objects are different code paths." + "reason": "Compiled-file errors and pipeline save_pretrained are different code paths." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow job status reporting and tensor-parallel training are unrelated." + "reason": "Training-job MLflow reporting and tensor-parallel training bug differ." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy and missing image-patch count API are distinct bugs." + "reason": "FineGrainedFP8 accuracy and GLM46V patch-count AttributeError are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support." + "reason": "FP8 save_pretrained and FP8 inference support are distinct issues." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file errors and PretrainedConfig type checking are different regressions." + "reason": "Compiled-file errors and PretrainedConfig type-checking regression are different." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Different loading failures for different models and release versions." + "reason": "Tokenizer-loading regression and Llama 3.2 Vision loading break are not the same defect." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "ImportError from huggingface_hub and a broken transformers env command are unrelated." + "reason": "Hugging Face hub import and transformers env command are unrelated." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + "reason": "Docs still referencing pipeline() is unrelated to 'racoon'." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:33453", + "right": "issue:36296", "accept": false, - "reason": "Docs referencing pipeline() and an unrelated issue title do not match." + "reason": "Tokenizer-loading regression and tensor-parallel training bug are different failures." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Different v5 regressions affecting different APIs/code paths." + "reason": "CLI env breakage and type-checking regression are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and a Qwen2.5-VL import error are separate issues." + "reason": "CLI env breakage and Qwen2_5_VL import failure are different issues." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache bug and a typo in cache strategies are not the same defect." + "reason": "Chunked-prefill cache bug and cache strategy typo are not the same bug." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Different import-related failures with different missing names and modules." + "reason": "layer_type_validation import error and env command breakage differ." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated issue titles; no shared bug signal." + "reason": "'racoon' and Gemma4 audio positional encoding are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion versus an ImportError are different categories." + "reason": "Docs confusion and import error are different issues." }, { "left": "issue:43576", "right": "issue:44351", "accept": false, - "reason": "Broken env command and missing HybridCache import are different issues." + "reason": "env command breakage and HybridCache import failure are not the same." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and an unrelated issue are not duplicates." + "reason": "Scheduler kwargs bug and 'racoon' are unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but for different exported symbols and likely different causes." + "reason": "AutoImageProcessor import and PreTrainedModel import are different missing symbols." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and an unrelated issue title are not the same bug." + "reason": "RoPE implementation and 'racoon' are unrelated." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and pipeline docs mismatch are unrelated." + "reason": "Tensor-parallel training bug and text-classification docs are unrelated." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are different problems." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "ImportError and compiled-file execution errors are unrelated." + "reason": "AutoImageProcessor import failure and compiled-file errors are unrelated." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading trouble and unsafe sys.modules access may be related conceptually, but the reports do not clearly describe the same concrete bug." + "reason": "Lazy loading and sys.modules access may be related, but the titles indicate different bugs." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "Precision/config issue in MLA layernorm and a DSA/ReLU discussion are unrelated." + "reason": "MLA layernorm epsilon bug and DSA indexer ReLU are unrelated." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading bug and tf-backend dependency error are different issues." + "reason": "Lazy loading bug and TensorBoard-without-TF backend error are different." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Processor save_pretrained missing files and a generic bug report are not duplicates." + "reason": "processor.save_pretrained missing files and generic bug report are not the same." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and reload failure after version upgrade are different regressions." + "reason": "env command breakage and checkpoint reload incompatibility are distinct regressions." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup performance issue and chunked-prefill cache missing are unrelated." + "reason": "Import-star cleanup and chunked-prefill cache bug are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe bug and missing _tp_plan for Qwen3_5Moe are different." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output issue and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "v4.57 checkpoint reload and InternVL2 meta-init incompatibility are different model-loading issues." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and cache strategy typo are unrelated." } ] }, @@ -13678,7 +13901,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:31795", "issue:33453", @@ -13687,6 +13910,8 @@ "issue:41669", "issue:42371", "issue:42890", + "issue:42913", + "issue:43066", "issue:43352", "issue:43408", "issue:43502", @@ -13697,7 +13922,6 @@ "issue:43723", "issue:43827", "issue:43976", - "issue:44038", "issue:44077", "issue:44246", "issue:44261", @@ -13711,7 +13935,6 @@ "issue:44393", "issue:44485", "issue:44492", - "issue:44556", "issue:44623", "issue:44655", "issue:44704", @@ -13719,20 +13942,17 @@ "issue:44861", "issue:44908", "issue:44945", + "issue:44998", "issue:45071", "issue:45092", - "issue:45125", "issue:45230", + "issue:45290", "issue:45310", "issue:45341", "issue:45468", "issue:45478" ], "soft_pairs": [ - "issue:44038|issue:45125", - "issue:44393|issue:45071", - "issue:44556|issue:45092", - "issue:42371|issue:44492", "issue:42890|issue:44908", "issue:44704|issue:44908", "issue:44246|issue:44273", @@ -13754,8 +13974,8 @@ "issue:44077|issue:44861", "issue:41669|issue:44908", "issue:43723|issue:44393", - "issue:43576|issue:44273", "issue:44655|issue:44861", + "issue:43576|issue:44273", "issue:44360|issue:45468", "issue:44273|issue:44908", "issue:45230|issue:45310", @@ -13774,276 +13994,311 @@ "issue:44263|issue:45468", "issue:44261|issue:45468", "issue:43606|issue:45468", - "issue:43704|issue:45341" + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45341", + "issue:44492|issue:44998" ], - "prepared_review_unit_hash": "5975465dbfbf6fd1e294a9a48c1ea16cf072f2bc114d31d909c11a0f4b46b0d6", + "prepared_review_unit_hash": "a6ac5773ca405ce4a194331d723b621c9d193eef421d4eb9fcfd824cfc4123a7", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 46, - "serialized_chars": 40326, - "estimated_input_tokens": 10082, - "estimated_eval_tokens": 20420 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 41144, + "estimated_input_tokens": 10286, + "estimated_eval_tokens": 20828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and heterogeneous: several items are only loosely similar by subsystem or release, not the same bug. The clearest duplicate-like thread is the Qwen3.5 MoE from_pretrained regression, so issue:45310 is the best anchor. No PRs are present.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45310 is the most concrete, specific bug report in the set and is the best anchor for the repeated Qwen3.5 MoE from_pretrained failure; the rest of the items are largely unrelated or too generic to serve as the canonical issue.", + "summary": "This cluster is heterogeneous: most items are unrelated issues spanning tokenizer loading, model-loading regressions, import performance, docs, and assorted model-specific bugs. I did not find any soft pair that clearly represents the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single true canonical duplicate exists in this set; issue 44273 is the broadest ongoing loading-related report, but the cluster is not actually one bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 has the clearest user-facing failure mode and the strongest apparent duplicate signal among the items, so it is the best issue to keep as the representative record.", + "best_issue_reason": "issue 44273 is the best representative placeholder because it is broad, open, and closest to the few loading/import-related themes in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44038", - "right": "issue:45125", - "accept": false, - "reason": "Same model family and release context, but different concrete problems: generic Qwen3-VL-Moe breakage vs missing _tp_plan for tensor parallelism." - }, - { - "left": "issue:44393", - "right": "issue:45071", - "accept": false, - "reason": "Different layers of the stack: a Qwen3-VL 2D bbox/output issue vs a PretrainedConfig type-checking regression." - }, - { - "left": "issue:44556", - "right": "issue:45092", - "accept": false, - "reason": "Both are v5 checkpoint-loading regressions, but they target different models and different failure paths; not the same bug." - }, - { - "left": "issue:42371", - "right": "issue:44492", - "accept": false, - "reason": "Unrelated changes: TF32 API settings guidance vs a typo in cache strategies." - }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Integration-test flakiness from missing set_seed is unrelated to scheduler kwargs handling." + "reason": "Different problems: SAM-HQ test seed flakiness vs scheduler kwarg handling." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding is a different code path from inverse_sqrt scheduler kwargs." + "reason": "Processor cached_file kwarg forwarding is unrelated to inverse_sqrt scheduler kwargs." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both touch import/lazy-loading performance, but the available evidence does not show the same concrete bug." + "reason": "Both touch import/lazy loading performance, but the reported bugs are not concretely the same." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Different model-instantiation warnings/features; no shared failing code path." + "reason": "Model-type warning vs Liger Kernel/model_init behavior; unrelated code paths." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL bbox/output correctness are unrelated." + "reason": "Python version compatibility issue vs Qwen3-VL bbox output bug." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support gating is unrelated to Qwen3-VL output errors." + "reason": "Flash Attention support error vs Qwen3-VL output/formatting issue." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env CLI and scheduler kwarg handling are unrelated issues." + "reason": "Broken env CLI in v5 is unrelated to scheduler kwargs." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwarg plumbing and PretrainedConfig type checking are unrelated." + "reason": "Scheduler behavior and config type-checking are different bugs." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata mismatch is too specific to merge with a generic bug report." + "reason": "Tokenizer save_pretrained mismatch is not the same as the generic bug report." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access error is a distinct model-state bug, not the same as a generic report." + "reason": "position_ids buffer access bug is unrelated to the generic report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star performance cleanup and a HybridCache import failure are different problems." + "reason": "Import-star performance cleanup vs missing HybridCache import; different symptoms." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance refactor and a testing_utils bug are unrelated." + "reason": "Import performance issue vs a testing_utils bug." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo and pipeline-parallelism output corruption are unrelated." + "reason": "Cache-strategy typo and pipeline-parallelism output error are unrelated." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Broad import cleanup vs a cache-strategy typo; not the same underlying bug." + "reason": "Import-star cleanup is not the same as a cache strategy typo." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3-VL output bug versus Qwen3.5 MoE from_pretrained regression." + "reason": "Different Qwen versions and different failure modes." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application and flash_attention_3 training degeneration are different issues." + "reason": "model_init/Liger Kernel behavior does not match flash_attention_3 training degeneration." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still mentioning pipeline() is unrelated to scheduler kwargs plumbing." + "reason": "Docs referencing pipeline() are unrelated to scheduler kwargs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward inputs is unrelated to a tokenizer-loading regression." + "reason": "Documentation confusion vs tokenizer loading regression; not the same bug." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "post_init policy on patchtsmixer is unrelated to tied-weight key handling." + "reason": "post_init acceptance rules vs tied-weight-key AttributeError are different issues." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import performance cleanup and scheduler behavior are unrelated." + "reason": "Import-time slowdown and scheduler kwargs are unrelated." }, { "left": "issue:43723", "right": "issue:44393", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3-VL bbox/output errors do not share a concrete code path." + "reason": "Tokenizer loading in v5 vs Qwen3-VL bounding-box output bug." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "CLI env breakage and lazy-loading issues are only broad release-similarity, not the same bug." + "reason": "save_pretrained pipeline support and tied-weight-key crash are different code paths." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Saving Pipeline objects and tied-weight key crashes are different save/load paths." + "reason": "Broken CLI command and lazy loading bug are not the same." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer activation logic and Gemma-4 audio positional encoding are unrelated model internals." + "reason": "DSA indexer activation bug vs Gemma-4 audio positional encoding issue." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and scheduler kwargs are unrelated." + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report does not provide evidence that it is the same concrete Qwen3.5 MoE from_pretrained failure." + "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained error." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup and VRAM leakage in dataloader threads are different problems." + "reason": "Import-star performance issue vs VRAM leak in dataloader threads." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in Qwen3VL Processor and GLM-5 RoPE implementation are distinct bugs." + "reason": "Timestamp calculation in Qwen3VL processor vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + "reason": "Processor timestamp math is unrelated to scheduler kwargs." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Docs confusion in model.forward and Llama 3.2 model-loading regression are not the same issue." + "reason": "Model.forward docs confusion vs Llama model loading breakage." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Forward-doc confusion and a flash-attention import error are unrelated." + "reason": "Documentation issue vs flash-attention import error." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger Kernel application and old InternVL2 checkpoint/meta-init incompatibility are different failures." + "reason": "Liger Kernel model_init behavior is not the same as remote-code/meta-init incompatibility." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage across dataloader threads and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model components." + "reason": "VRAM leak in threads vs RoPE implementation bug." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance and VRAM leakage are unrelated." + "reason": "TF32 API guidance and VRAM leak are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unexpected API requests with local_files_only and Qwen3VL timestamp math are different bugs." + "reason": "local_files_only network requests vs Qwen3VL timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp bug and VRAM leak are different failures." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values bug vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA layernorm epsilon precision issue vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak and testing_utils bug are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 related, but the concrete failures differ and are not clearly the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and the unrelated placeholder issue have no overlap." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key AttributeError and chat-template tool-call crash are different paths." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unemployment placeholder issue is unrelated to testing_utils." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and unrelated placeholder issue are not duplicates." } ] }, @@ -14065,7 +14320,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-379", + "cluster_id": "cluster-15354-380", "nodes": [ "issue:30333", "issue:31515", @@ -14073,29 +14328,18 @@ "issue:33453", "issue:36296", "issue:38617", - "issue:42913", - "issue:43066", "issue:43298", "issue:43525", "issue:43572", "issue:43618", "issue:44230", - "issue:44492", "issue:44556", "issue:44623", "issue:44861", - "issue:44908", "issue:44998", - "issue:45290", - "issue:45310", - "issue:45341" + "issue:45310" ], "soft_pairs": [ - "issue:42913|issue:43066", - "issue:44908|issue:44998", - "issue:44998|issue:45341", - "issue:44861|issue:45290", - "issue:44492|issue:44998", "issue:43618|issue:44998", "issue:44556|issue:44998", "issue:43525|issue:44861", @@ -14105,140 +14349,110 @@ "issue:31515|issue:36296", "issue:30333|issue:31515", "issue:31515|issue:31795", - "issue:31515|issue:33453", "issue:44230|issue:45310", + "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "e9856a88f92f302524315a8e53833fc4de7cabee77e6bc770d9824aac5904e8b", + "prepared_review_unit_hash": "2d4500210bd28743176ced9eb3e4b6a90a7cd3088a796cb20024674e50eb3226", "component_budget": { - "node_count": 379, - "item_count": 379, - "soft_pair_count": 1418, - "serialized_chars": 731402, - "estimated_input_tokens": 182851, - "estimated_eval_tokens": 365958 + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 }, "budget": { - "node_count": 22, - "item_count": 22, - "soft_pair_count": 17, - "serialized_chars": 17393, - "estimated_input_tokens": 4349, - "estimated_eval_tokens": 8954 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 12, + "serialized_chars": 12581, + "estimated_input_tokens": 3146, + "estimated_eval_tokens": 6548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely unrelated; the only near-match is the tokenizer v4/v5 pair, but it is still too broad to treat as the same underlying bug. All soft edges should be rejected.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43066 is the most concrete and actionable bug report in the set: it describes a specific tokenizer regression in v5, whereas the similar tokenizer issue is broader and less precise.", + "summary": "This cluster is heterogeneous: the soft edges mostly reflect generic transformer loading/config similarity, not the same bug. No PRs are present. Issue 31515 is the closest hub because it is the most broadly connected loading/checkpoint-related report, but it is not a true duplicate canonical for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 31515 is the broadest and most connected item in the set, centered on from_pretrained/checkpoint loading behavior, so it is the closest representative among these mostly unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43066 is the strongest representative issue because it is narrowly scoped, clearly describes the failure mode, and is more likely to serve as a clean anchor than the more generic neighboring reports.", + "best_issue_reason": "31515 is the best issue candidate only as a weak hub for the loading/checkpoint regressions; however, the cluster overall is too mixed to treat it as a real duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42913", - "right": "issue:43066", - "accept": false, - "reason": "Related tokenizer-v5 complaints, but one is a broad behavior difference and the other is a specific decoder-type regression; not enough evidence they are the same bug." - }, - { - "left": "issue:44908", - "right": "issue:44998", - "accept": false, - "reason": "Completely unrelated: a scheduler kwarg bug versus an irrelevant/nonsensical issue title." - }, - { - "left": "issue:44998", - "right": "issue:45341", - "accept": false, - "reason": "No substantive overlap; one is irrelevant, the other is a testing_utils bug." - }, - { - "left": "issue:44861", - "right": "issue:45290", - "accept": false, - "reason": "Different failure modes in different code paths: tied-weight key handling vs chat templating with tool calls." - }, - { - "left": "issue:44492", - "right": "issue:44998", - "accept": false, - "reason": "A typo in cache strategy text is unrelated to the other issue." - }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the other issue." + "reason": "Unrelated: CLIP attentions regression vs an unrelated miscellaneous issue; no shared bug or code path." }, { "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload regression is unrelated to the other issue." + "reason": "Versioned checkpoint reload failure is unrelated to the nonsensical 'Unemployment' issue." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Different problems: missing pad_token_id on one config versus a tied-weights AttributeError." + "reason": "Missing pad_token_id on Llama4Config is a config attribute issue; _get_tied_weight_keys crash is a separate helper bug." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Different config regression than tied-weights handling; only superficial API-level similarity." + "reason": "StableLmConfig pad_token_idx regression and tied-weights list handling are different failures in different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Loading-checkpoint slowness and an ImportError in configuration_utils are separate issues." + "reason": "Checkpoint loading slowness is not the same as an ImportError for layer_type_validation." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "fp8 support for Qwen models is unrelated to missing processor.save_pretrained files." + "reason": "FP8 inference support for Qwen models is unrelated to processor.save_pretrained missing files." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained checkpoint loading speed is unrelated to tensor parallel training bugs." + "reason": "from_pretrained checkpoint performance and tensor-parallel training bug are distinct problems." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on training failure is unrelated to checkpoint loading speed." + "reason": "MLFlow reporting on failed training jobs is unrelated to checkpoint loading slowdown." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Training checkpoint loading slowness is unrelated to documentation confusion in model.forward." + "reason": "Checkpoint loading regression and documentation confusion about input_ids/past_key_values are not the same bug." }, { - "left": "issue:31515", - "right": "issue:33453", + "left": "issue:44230", + "right": "issue:45310", "accept": false, - "reason": "Both involve loading, but tokenizer-loading regression and checkpoint-loading slowness are different code paths and bugs." + "reason": "Qwen3.5 MoE FP8 support and a from_pretrained error after v5.4 are not clearly the same concrete defect." }, { - "left": "issue:44230", - "right": "issue:45310", + "left": "issue:31515", + "right": "issue:33453", "accept": false, - "reason": "Both mention Qwen-family models, but fp8 inference support and from_pretrained failure are different issues." + "reason": "Both mention loading, but tokenizer loading regression and slow checkpoint loading are different symptoms and likely different code paths." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and Qwen fp8 inference support are unrelated." + "reason": "Continuous batching audio-model support and Qwen FP8 inference support are separate feature/bug areas." } ] }, @@ -14268,7 +14482,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "65aecb068034a5febfa06ad93e71933783bdd7bbb3d113df999f34d07b21593c", + "prepared_review_unit_hash": "dd70c2886ee85a370cb5808444c1e2cc5382568bb9c929148a51cd56306a9972", "component_budget": { "node_count": 2, "item_count": 2, @@ -14290,18 +14504,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are broad community-contribution feature requests, but they target different capabilities: Flash Attention 2 support versus GGUF support. They are related only at the high level of adding architecture coverage, not the same underlying change.", - "confidence": 0.95, - "canonical_issue_reason": "Neither issue is a duplicate of the other; if one had to be chosen as the representative, issue #26350 is slightly more generic in wording, but both are distinct feature requests.", + "summary": "These are two distinct feature-request issues in the same broad model-architecture support area, but they are not duplicates: one asks for Flash Attention 2 support, the other for GGUF support. The soft similarity is too weak to merge them.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 26350 is the stronger anchor for the cluster because it has much higher discussion activity and is the more established request, but it does not cover the separate GGUF request in 33260.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #26350 is a clear, well-scoped request for Flash Attention 2 architecture support and is marginally broader in framing than #33260, but it should only serve as a representative for its own feature area, not as a duplicate canonical for the other issue.", + "best_issue_reason": "26350 is the best representative issue only by activity and prominence; it is not a substitute for 33260 because the underlying feature requests are different.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "They request different features in different code paths (Flash Attention 2 vs GGUF support). Similar high-level goal, but not the same bug/change and not mergeable as one issue." + "reason": "Reject: Flash Attention 2 support and GGUF support are different architectural features with different implementation paths; they are related only at a very broad subsystem level." } ] }, @@ -14338,7 +14552,7 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "5ee06bec41df786804d25f5502d6a9b905e2f490fdc632464bad62a11cb87f39", + "prepared_review_unit_hash": "6bb35bf04769b438ae5f78efaf8c437da1cc911ca40cac128b0a9e8a843ae5f9", "component_budget": { "node_count": 4, "item_count": 4, @@ -14360,48 +14574,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly near-duplicate issue templates for docs translation, but only one is a concrete Turkish request. The others are generic placeholder variants, so I would not merge them as the same underlying issue.", - "confidence": 0.86, - "canonical_issue_reason": "issue:27088 is the only specific, concrete request ('Translating docs to Turkish') and is the most actionable representative of the cluster.", + "summary": "These are repeated docs-translation tracking issues using the same template, but they appear to be separate language-specific requests rather than duplicates of the same underlying task. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "issue:27088 is the only concrete, language-specific report (Turkish) rather than a generic placeholder template, so it is the most defensible anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:27088 is the best issue to keep as the canonical example because it is specific, has actual discussion, and is not just a placeholder template.", + "best_issue_reason": "issue:27088 is the most specific and actionable issue in the set; the others are generic template variants without a concrete language named in the title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same template family, but not the same concrete issue: one is Turkish-specific while the other is an unnamed placeholder language variant." + "reason": "Both are docs-translation requests, but there is no evidence they target the same language or the same underlying task; they look like separate localization issues." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Generic placeholder vs specific Turkish translation request; similar wording does not indicate the same underlying issue." + "reason": "Same template, but 27088 is specifically Turkish while 44365 is just a generic translation placeholder; not the same concrete change." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "One is a concrete Turkish docs translation request, the other is a generic language placeholder; not the same issue." + "reason": "These appear to be different language translation requests, not duplicates of one another." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both look like placeholder template instances, but there is no evidence they refer to the same concrete language request or bug." + "reason": "High textual similarity comes from the shared template, but there is no sign they are the same language or same translation effort." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Near-identical template text alone is insufficient; these appear to be separate placeholder issue instances." + "reason": "Template duplicates only; the issues are not clearly the same underlying language-specific request." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Highly similar placeholder titles, but no concrete shared language or underlying problem is established." + "reason": "Both are generic translation placeholders, but nothing shows they refer to the same language or same work item." } ] }, @@ -14470,12 +14684,12 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "0e6a428778d174efe28ec0b548c46050f469cca4adf1e4a52f7877bf977717b4", + "prepared_review_unit_hash": "51bcff846754e7c55b7b9100a4978f132756e0708f45cb86af0767eafc3649fb", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17647, + "serialized_chars": 17646, "estimated_input_tokens": 4412, "estimated_eval_tokens": 9080 }, @@ -14483,7 +14697,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17647, + "serialized_chars": 17646, "estimated_input_tokens": 4412, "estimated_eval_tokens": 9080 }, @@ -14492,180 +14706,180 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of similarly phrased but mostly distinct model-support requests (new architectures, ASR/TTS, audio, OCR, etc.). I do not see any true duplicate pairs here; the similarities are at the broad \u201cplease add model X\u201d level only.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43837 is the most central anchor in this similarity cluster, with the widest overlap to other model-support requests, but the items are still distinct enough that this is only a routing choice, not a true duplicate canonical.", + "summary": "All items are distinct model-request issues, not duplicates. They reference different model families and/or different modalities (text, audio, OCR, segmentation), so the cluster should not be merged.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests are for different models/features (for example EuroBert, NeoBERT, MiniCPM3, DEIMv2, Qwen3-TTS/ASR, LFM2.5 Audio, Voxtral, DeepSeek-OCR2), so they are not the same underlying bug/change.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43837 is the best overall representative because it sits at the center of the cluster and is broadly similar to several other audio/model-support requests, even though none are exact duplicates.", + "best_issue_reason": "No single issue is a safe global canonical; the similarities are only at the level of \"add model support\" and do not indicate duplicate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model additions (EuroBert config vs DEIMv2); only the generic request pattern matches." + "reason": "EuroBert config vs DEIMv2 are different model requests with no shared code-path problem." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "BERT config addition versus Qwen3-TTS support; unrelated model families and tasks." + "reason": "EuroBert model config 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 modalities; not the same underlying change." + "reason": "NeoBERT and Qwen3-ASR are different model families and tasks." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support request versus weight-sparse transformer request; distinct architectures and code paths." + "reason": "NeoBERT support and the weight-sparse transformer request are not the same change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is unrelated to LFM2.5 Audio support." + "reason": "NeoBERT and LFM2.5 Audio target different architectures and modalities." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model requests, not duplicates." + "reason": "NeoBERT and ModernVBERT are distinct model additions, not duplicate reports." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT versus Voxtral TTS support; different model families and functionality." + "reason": "NeoBERT and Voxtral TTS are unrelated model-support requests." }, { "left": "issue:41115", - "right": "issue:42503", + "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture request is separate from ModernVBERT models." + "reason": "MiniCPM3 architecture and Qwen3-ASR support are different concrete model integrations." }, { "left": "issue:41115", - "right": "issue:43837", + "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 model architecture and Qwen3-ASR support are different requests." + "reason": "MiniCPM3 support is not the same as the sparse-transformer request." }, { "left": "issue:41115", - "right": "issue:44121", + "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 versus weight-sparse transformer; no shared concrete bug/change." + "reason": "MiniCPM3 and ModernVBERT are different models; no duplicate bug/change is evident." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are unrelated model support items." + "reason": "MiniCPM3 and Voxtral TTS are separate model requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models and tasks." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are different model additions." + "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." + "reason": "ModernVBERT and Qwen3-TTS are distinct model-support requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models versus generic BERT-like RoPE support; too broad and not the same concrete change." + "reason": "A specific ModernVBERT request is not the same as the generic BERT-like RoPE proposal." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + "reason": "Generic BERT-like RoPE support and Voxtral TTS are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they target different modalities and implementation paths." + "reason": "Qwen3-TTS and Qwen3-ASR are different models/tasks; same vendor name is not enough to merge." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support versus Voxtral TTS support are different model integrations." + "reason": "Qwen3-TTS and Voxtral TTS are different model families." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS and DeepSeek-OCR2 target different modalities and code paths." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and weight-sparse transformer support do not describe the same change." + "reason": "Qwen3-TTS support is unrelated to the sparse-transformer request." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS versus LFM2.5 Audio; both audio-related but different models and code paths." + "reason": "Both are audio-related, but Qwen3-TTS and LFM2.5 Audio are different models and integrations." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are different model-support requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and EUPE perception encoder are different model integrations." + "reason": "Qwen3-ASR support and EUPE are unrelated model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support versus weight-sparse transformer support; no same underlying bug/change." + "reason": "Qwen3-ASR and the weight-sparse transformer request do not describe the same change." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model additions." + "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and code paths." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer request and EUPE model request are distinct." + "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR support versus Voxtral-4B-TTS-2603 support; different models and modalities." + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model integrations." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different tasks and model families." } ] }, @@ -14706,12 +14920,12 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "2a5fa7800ffca43f83873eb996abdb3879e7af75d7ad88b9ee7b45086dc10ff5", + "prepared_review_unit_hash": "6abaf3305ff7c06f0ce8b58e5850662fe0072d72ac6168feb61498499adad766", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6291, + "serialized_chars": 6290, "estimated_input_tokens": 1573, "estimated_eval_tokens": 3402 }, @@ -14719,7 +14933,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6291, + "serialized_chars": 6290, "estimated_input_tokens": 1573, "estimated_eval_tokens": 3402 }, @@ -14728,60 +14942,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates of one another; they cover unrelated bugs, typing mistakes, typos, and tokenizer warnings across different code paths. The soft similarities are mostly generic model/config wording and are not enough to justify merging any pair.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This is not a true duplicate cluster: the issues span unrelated areas (model norm behavior, Mask2Former loss plumbing, config type hints, a quantization typo, and tokenizer warnings). The soft similarities are mostly generic bug-report phrasing rather than the same underlying defect.", + "confidence": 0.16, + "canonical_issue_reason": "If one issue must represent the set, issue 44031 is the most broadly scoped and most discussed, but it is still not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44031 is the best single representative only because it has the broadest user impact and highest discussion activity; it is not substantively the same bug as the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Both mention norm-related config, but one is about Llama4TextL2Norm semantics and the other is a ModernBERTConfig type hint typo; different models and different bug types." + "reason": "Different problems in different model/config code paths: a Llama norm-design question vs a ModernBERT config type-hint issue." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both touch training/loss behavior, but one is Mask2Former ignoring a defined value and the other is kwargs not being forwarded to the loss function; different failure modes and likely different fixes." + "reason": "Mask2Former ignore_value handling and loss-kwargs plumbing are separate defects, even though both affect training behavior." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated subsystems with different symptoms and code paths." + "reason": "Unrelated subsystems: a model loss/ignore_value bug vs a tokenizer regex-warning regression." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss metadata bug versus a typo in a quantization attribute name; no concrete overlap in bug or fix." + "reason": "A model-specific ignore_value issue is not the same as a quantization attribute typo." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "One is an ignored model parameter in Mask2Former; the other is an incorrect type hint in ModernBERTConfig. They are not the same underlying issue." + "reason": "These concern different components and bug classes: model behavior vs config annotation correctness." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to a loss function and fixing a config type hint are unrelated problems." + "reason": "Loss-function kwargs forwarding and a config type-hint error are unrelated." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A ModernBERTConfig typing error is not the same as a tokenizer regex warning regression." + "reason": "A ModernBERT config typing issue does not match the tokenizer regex warning regression." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint in config and a typo in a quantization symbol name are distinct, unrelated defects." + "reason": "Both are small correctness issues, but they affect different symbols and code paths; not the same underlying bug." } ] }, @@ -14811,12 +15025,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "38e90883e6471738b658e79833888d6a62c6af6eb3b99ebff8f83ededf333478", + "prepared_review_unit_hash": "538c6cdfaf2182fb2744206c2d402b8340a5f9cc4e2cb263852c4f88c5e99649", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -14824,7 +15038,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -14833,18 +15047,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one asks for generic block decoding support, while the other requests DeepSeek v3.2 model support. They do not describe the same underlying bug or change.", + "summary": "These two issues are not duplicates: one is about block decoding, the other is a request for DeepSeek v3.2 model support. They do not describe the same underlying bug or change set.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43037 ('DeepSeek v3.2 support') is the more concrete and actionable request; #41084 is too broad/vague to serve as a representative canonical issue for this cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different requested changes: block decoding support vs support for a specific DeepSeek model/version. No shared code-path or concrete duplicate indication." + "reason": "Different problem domains and requested outcomes; no shared code path or concrete change target." } ] }, @@ -14874,12 +15088,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "0ab4b4c6db3dc6b7b566a658c689bf4a577e2e1e5356c0195c80871e5cc5d103", + "prepared_review_unit_hash": "bb6004f7bde93d08eb84a4aaeb4ba431b730c23af94b8f9bb9dd7350d4e76477", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -14887,7 +15101,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -14896,18 +15110,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are related to Trainer extensibility, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. They should not be deduplicated.", - "confidence": 0.88, - "canonical_issue_reason": "Issue #43598 is the more concrete customization bug report, focused on a specific Trainer setting (`remove_unused_column`) and how it limits custom trainers.", + "summary": "These two issues are related at a high level to Trainer extensibility, but they target different behaviors: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.9, + "canonical_issue_reason": "No canonical duplicate: the issues describe different problems in Trainer, not the same underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the best representative issue in this small cluster because it targets a single, actionable Trainer customization problem; #43600 is a separate FLOPs-estimation concern.", + "best_issue_reason": "`issue:43598` is the better representative of the cluster\u2019s broader Trainer customizability theme, while `issue:43600` is a separate FLOPS-estimation concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They concern different Trainer behaviors: unused-column removal vs FLOPs counting. Similarity is only at the broad theme of custom trainers, not the same underlying bug or change." + "reason": "Different code paths and user-facing problems: `remove_unused_column` behavior vs FLOPS estimation for custom trainers." } ] }, @@ -14937,12 +15151,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "0fcf9bd2005b619c138710cfa1b9d8cdaf2b5142e5375b5b9d6a83469f92a4be", + "prepared_review_unit_hash": "f22e18399701643dc129502cf2e7cb08d61721af184e5322e5b2dc66ef7b2a1e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1610, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -14950,7 +15164,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1610, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -14959,18 +15173,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related only by the Qwen naming family, but they request different model-class integrations for different model variants and use cases. They do not look like duplicates.", + "summary": "The two issues are about different Qwen model variants and different AutoModel targets, so they do not look like duplicates. Issue 43684 is a broader registration request for Qwen3-Omni, while 44405 is a specific request for sequence classification support for Qwen3.5.", "confidence": 0.96, - "canonical_issue_reason": "Issue 43684 is the broader registration request: it targets adding Qwen3-Omni support to AutoModel and AutoModelForConditionalGeneration, which is a clearer representative of the cluster than the narrower sequence-classification-only request.", + "canonical_issue_reason": "Issue 43684 is the broader and more general model-registration request, so it is the better representative if one issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the better global issue candidate because it is broader and more central to model registration support, whereas 44405 is a specific downstream task-class addition for a different Qwen version.", + "best_issue_reason": "Issue 43684 is the most central/general issue in the pair because it targets AutoModel and AutoModelForConditionalGeneration registration rather than a single task head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They touch different model variants and different auto classes, so they are not the same bug." + "reason": "Different model families (Qwen3-Omni vs Qwen3.5) and different capabilities (model registration vs sequence classification support); they do not appear to describe the same underlying bug or change." } ] }, @@ -15007,80 +15221,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "3f3a43446bd9313e923f9dcc94d6161a4eef3d482e3764ad736f05d3400bed2e", + "prepared_review_unit_hash": "fe5b9a6f72664c2d56975d736d9be7abcf29be0f3a7c3ef66ab70328d8e07e57", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Issues #43845 and #43846 look like a tight duplicate pair: they have the same generic title and were created seconds apart. #43859 shares the same title and similar text, but it was filed much later, so it is a weaker duplicate signal than previously stated. #43835 remains separate.", - "confidence": 0.87, - "canonical_issue_reason": "#43845 is the earliest of the matching \"huggingface \" reports and is the best representative issue for the cluster.", + "summary": "Issue #43835 looks unrelated. The three \"huggingface \" issues (#43845, #43846, #43859) are strongly similar by title and timing, with #43845 the best canonical representative, but the soft edges should remain tentative because the packet only provides soft_similarity evidence and deterministic_accept is false for every pair.", + "confidence": 0.7, + "canonical_issue_reason": "#43845 is the earliest of the near-identical \"huggingface \" issues, so it is the best canonical representative if this cluster is treated as one report.", "canonical_pr_reason": null, - "best_issue_reason": "#43845 is the clearest global issue choice because it is the earliest matching report in the duplicate set.", + "best_issue_reason": "#43845 has the clearest cluster signal: same title as #43846/#43859 and the earliest timestamp, while #43835 appears different.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no supporting metadata indicate a separate report." + "reason": "Different titles and no shared concrete bug details or targets; only loose similarity, so this is not enough to treat them as duplicates." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles with no evidence of the same underlying issue." + "reason": "Different titles and no shared concrete bug details or targets; only loose similarity, so this is not enough to treat them as duplicates." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no additional signals tying them together." + "reason": "Different titles and no shared concrete bug details or targets; only loose similarity, so this is not enough to treat them as duplicates." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same generic title and near-simultaneous creation make these look like duplicate reports." + "accept": false, + "reason": "Very similar titles and close timestamps, but the packet only gives soft_similarity and deterministic_accept is false, so this should stay tentative rather than accepted." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same title and substantial textual overlap suggest the same underlying issue, despite the later timestamp." + "accept": false, + "reason": "Very similar titles, but only soft_similarity evidence is present and deterministic_accept is false; tentative duplicate candidate, not a confirmed match." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same title and substantial textual overlap suggest the same underlying issue, despite the later timestamp." + "accept": false, + "reason": "Very similar titles, but only soft_similarity evidence is present and deterministic_accept is false; tentative duplicate candidate, not a confirmed match." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: the cluster summary overstates the evidence. Issues #43845 and #43846 were created seconds apart, but #43859 was created many hours later, so saying all three were opened \u201cwithin minutes\u201d is inaccurate. Likewise, the pair verdicts for #43845\u2013#43859 and #43846\u2013#43859 cite \u201cclose creation time,\u201d which is too strong given the timestamps; the only solid common signal is the identical title. The conservative part about #43835 being separate is fine." + "feedback": "The cluster summary is mostly grounded, but the soft-edge verdicts are not conservative enough. For 43845/43846/43859 the packet only provides soft_similarity evidence and all three pairs have deterministic_accept=false, so marking them as accepted duplicates overstates the evidence. The 43835 rejections are fine, but the positive duplicate claims should be downgraded to tentative rather than accepted." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15114,88 +15328,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "cf9ce297bb5a5a3ee0ec02bcd0ea7c27c0ec411b4d5dc9b22778eb0e6e3f742b", + "prepared_review_unit_hash": "7abfb22130c5be7a554f542dc1d9141ed283bed23984322b74e705c9db054332", "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": "These are mostly low-content spam or unrelated placeholder issues; there is no strong evidence that any pair refers to the same underlying bug or request.", + "summary": "This cluster is mostly unrelated placeholder/spam issues. There is no strong evidence that any pair reports the same underlying bug or change; the only non-generic item is a documentation suggestion, which still doesn\u2019t match the others.", "confidence": 0.93, - "canonical_issue_reason": "Issue 44371 is the earliest generic spam placeholder and is as representative as any of the other contentless issues.", + "canonical_issue_reason": "Issue 44418 is the only one with a substantive, descriptive title; the others are generic placeholders or unrelated spam-like text. If a representative must be chosen, it is the least ambiguous.", "canonical_pr_reason": null, - "best_issue_reason": "44371 is the safest cluster representative because it is the earliest and offers no distinguishing product detail.", + "best_issue_reason": "Issue 44418 is the best standalone issue in the set because it is the only clearly described topic. It is not a duplicate of the others, but it is the most meaningful anchor for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam placeholders, but there is no concrete shared bug/request to justify treating them as duplicates." + "reason": "Both are placeholder '' issues with no evidence of a shared underlying bug/change; same-looking titles are not enough." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same spam-like title pattern, but no substantive content or shared issue target indicates the same underlying report." + "reason": "Both are placeholder '' issues and there is no code-path, target, or description evidence tying them together." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like and the other is a vague documentation suggestion; too little evidence they represent the same issue." + "reason": "One is generic spam, the other is a documentation suggestion; they do not appear to describe the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated; 'Check out \"Google LLC\"' does not match the spam placeholder in a way that suggests one bug/change." + "reason": "A spam placeholder and an unrelated 'Check out \"Google LLC\"' issue do not look like the same underlying report." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request is not the same underlying report as a spam placeholder." + "reason": "A documentation enhancement request and a spam placeholder are not the same underlying change or bug." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No concrete overlap beyond low-quality titles; this looks like unrelated issue noise." + "reason": "The titles point to unrelated content; no shared concrete problem is visible." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but they do not describe a specific shared problem or change path." + "reason": "Identical spam titles alone are insufficient to treat them as duplicates of the same underlying bug/change." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "The titles are different and non-technical; there is no evidence of a shared underlying bug or request." + "reason": "Both are unrelated spam-like submissions with no shared concrete issue or code path." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No substantive overlap; these appear to be unrelated low-signal issues." + "reason": "No evidence suggests these describe the same bug/change; they are just unrelated spam-like issues." } ] }, @@ -15225,7 +15439,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "e3bdd797bc3d0ac407ccf5b8d43ce4c94ba9b651eea0e2cfc4e9c381c9296cd8", + "prepared_review_unit_hash": "9092c16ce8635c47d275044ca294d081aadeadb5ef5a6b19627b414abf02028a", "component_budget": { "node_count": 2, "item_count": 2, @@ -15247,28 +15461,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are very likely duplicates: they have identical titles, similar body lengths, and the same energy-efficiency proposal framing. #45145 is the slightly better canonical anchor because it has one inbound reference and was created earlier, but the packet does not reveal what that reference points to.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #45145 is the better canonical candidate because it shares the exact title with #45151, is closed, was created earlier, and has one inbound reference, which makes it slightly more central in the cluster without assuming what that reference targets.", + "summary": "The cluster has two closed issues with identical titles and similar metadata, so they are plausible duplicates, but the evidence is limited because we do not have body text or stronger linkage. This should be treated as a likely duplicate pair rather than a near-certain match.", + "confidence": 0.82, + "canonical_issue_reason": "#45145 is a reasonable canonical issue because it has the inbound reference and was created earlier, so it provides slightly more cluster context.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best issue overall for the same reasons: it matches the duplicate title exactly, appears earlier in time, and has a bit more linkage signal than #45151.", + "best_issue_reason": "#45145 is the best issue representative for the same reason: earlier creation plus the inbound reference make it the better anchor for the duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Identical titles, both closed, and very similar body lengths/content strongly suggest the same underlying report duplicated twice." + "accept": false, + "reason": "The titles match and the soft similarity is notable, but with no body text and only moderate similarity evidence, this is not strong enough to confidently treat as the same underlying issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "The core duplicate assessment is grounded by the packet (identical titles, both closed, and very similar body lengths), but the reasoning overstates the evidence in a couple places. In particular, saying issue #45145 is the primary duplicate target because there is a reference 'already pointing to it' goes beyond the packet, which only shows one inbound reference count and does not identify what it points to. The soft-edge acceptance is plausible, but the writeup should stay more conservative about why #45145 is canonical." + "feedback": "The cluster is plausibly a duplicate pair, but the summary overstates the evidence: we only know the titles match and there is soft similarity, not that the bodies are \"near-identical\" or \"highly similar.\" The soft-edge accept is also a bit strong given the moderate jaccard score and lack of body text. The canonical issue choice is reasonable, but the overall writeup should stay more conservative." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15345,7 +15559,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "75166a9a681b2acede9603106f5531705624e45a928cf870f28084be57d28120", + "prepared_review_unit_hash": "b713f8d4d9d9e002214f50108d6170567e434ea4bb94834287c86f46b3736c7a", "component_budget": { "node_count": 2, "item_count": 2, @@ -15367,18 +15581,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (both are 4-bit inference failures), but they describe different bugs in different code paths: one is a Gemma4/audio-module uint8 dtype issue, the other is a BitsAndBytesConfig skip-module/default-exclusion regression. Not a duplicate pair.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45674 is the more concrete and actionable bug report: it names the configuration path (`BitsAndBytesConfig.llm_int8_skip_modules`) and the resulting `AssertionError` in 4-bit inference, making the failure mode and likely fix surface clearer.", + "summary": "These are both 4-bit inference issues, but they describe different bugs in different code paths: one is a Gemma4/audio-module uint8 `torch.finfo()` failure, the other is a BitsAndBytesConfig `llm_int8_skip_modules` / `lm_head` exclusion regression.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the best representative for the cluster because it is narrowly scoped, reproducible from the title alone, and tied to a specific API regression rather than a model-specific symptom.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve 4-bit inference, but the underlying problems differ: 45672 is a Gemma4/audio-module `torch.finfo()` dtype error on uint8 weights, while 45674 is a BitsAndBytesConfig skip-module setting that removes the default `lm_head` exclusion and triggers an AssertionError. Different code paths and fixes." + "reason": "Different failure modes and fixes: `torch.finfo()` on uint8 weights in audio modules vs. `llm_int8_skip_modules` clearing the default `lm_head` exclusion. Same broad area, but not the same underlying bug." } ] }, @@ -15392,7 +15606,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15435,151 +15649,151 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "c050b18f5c591a70d82671e04d7ed703c1b9c4be3c37ee2a7038859896c459bc", + "prepared_review_unit_hash": "fe7bf5cf6e8094faf1722b79c920793bf48b4711d32804baded89020744cbb1e", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32875, - "estimated_input_tokens": 8219, - "estimated_eval_tokens": 16694 + "serialized_chars": 32877, + "estimated_input_tokens": 8220, + "estimated_eval_tokens": 16696 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32875, - "estimated_input_tokens": 8219, - "estimated_eval_tokens": 16694 + "serialized_chars": 32877, + "estimated_input_tokens": 8220, + "estimated_eval_tokens": 16696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated PRs spanning model additions, refactors, and test/docs updates. The only likely duplicate pair is the two fixed_cross_entropy kwargs PRs against issue #43240.", - "confidence": 0.97, + "summary": "The only clear duplicate pair is PR #43251/#43254: both modify `src/transformers/loss/loss_utils.py` in the same function to pass supported kwargs through to `nn.functional.cross_entropy` (including `weight` and `label_smoothing`). The rest of the soft pairs are still distinct changes across unrelated models, tests, or refactors and remain reject-worthy.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical representative because it directly targets issue #43240 and adds the broader cross-entropy kwargs support; #43254 is a close alternate implementation of the same fix.", + "canonical_pr_reason": "PR #43251 is a strong canonical representative for the loss fix because it makes the same `fixed_cross_entropy` change as #43254 in the same file/function and both PRs explicitly target issue #43240. Its patch is a straightforward representative of that concrete bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest overall representative of the duplicate cluster because it has the explicit issue link, the same concrete code-path, and the more complete fix shape.", + "best_pr_reason": "PR #43251 is the best overall PR candidate for this cluster because it cleanly represents the shared `fixed_cross_entropy` kwargs fix in `src/transformers/loss/loss_utils.py` and carries the same explicit issue target (#43240) as the duplicate PR.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model addition vs ExecuTorch dynamic-shape test; different code paths and unrelated changes." + "reason": "VideoPrism model/docs addition vs an Executorch dynamic-shape export test; they are different changes and do not fix the same code path." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer method additions vs adding a new model implementation; not the same bug/change." + "reason": "Mistral tokenizer method additions vs adding a new MobileLLM model; no shared underlying bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer API methods vs ExecuTorch export test; unrelated scope." + "reason": "Tokenizer API patch vs Executorch export test; unrelated functionality." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs adding MobileLLM; same broad area of transformers, but not the same underlying fix." + "reason": "Processor auto-loading robustness changes vs a new MobileLLM model implementation; only broad subsystem overlap." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix vs adding MobileLLM; completely different functionality." + "reason": "Cross-entropy kwargs fix vs new MobileLLM model work; completely different code paths." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both touch training/model code, but one fixes fixed_cross_entropy and the other addresses Mistral4 test/model issues; not one bug." + "reason": "Loss-function fix vs Mistral4 model/test changes; same general training area, but not the same bug or patch." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape export test vs Mistral4 test/model work; unrelated." + "reason": "Executorch dynamic-shape test vs Mistral4 refactor/tests; different concrete changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch test addition vs MobileLLM model addition; no shared underlying change." + "reason": "Dynamic-shape export test vs MobileLLM model addition; no duplicate evidence beyond broad framework overlap." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs class config resolution fix; different subsystems and purposes." + "reason": "New MobileLLM model vs `cls.config` resolution-order fix; unrelated code paths." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model scaffolding vs Falcon output-collection refactor; not the same concrete problem." + "reason": "New model implementation vs Falcon output-collection refactor; superficially related at most." }, { - "left": "pull_request:43823", + "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "New model addition vs repository skill/docs tooling; unrelated." + "reason": "Falcon refactor vs model-creation skill/docs draft; not the same underlying code change." }, { "left": "pull_request:43995", - "right": "pull_request:45213", + "right": "pull_request:44827", "accept": false, - "reason": "Falcon model refactor vs model-creation skill PR; entirely different code paths." + "reason": "Falcon interface refactor vs Mistral4 model/test adjustments; different models and goals." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs CLIP-family weight renaming typo fix; different models and fixes." + "reason": "Mistral4 test/model work vs `layrnorm` rename cleanup; distinct changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model changes vs config resolution order fix; not the same underlying issue." + "reason": "Mistral4 work vs class config resolution fix; unrelated code paths." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "New model addition vs Mistral4 test fixes; different model families and changes." + "reason": "MobileLLM model addition vs Mistral4 fixes; broad model overlap only." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 work vs model-creation skill repo change; unrelated." + "reason": "Mistral4 model/test changes vs model-creation skill draft; not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Model addition PR vs AI skill/documentation PR; no shared bug or feature." + "reason": "MobileLLM implementation vs model-creation skill/docs; one is code, the other is tooling/docs." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both modify fixed_cross_entropy to pass supported nn.functional.cross_entropy kwargs for the same issue #43240; same concrete code path and effectively the same fix." + "reason": "Both PRs patch the same function in the same file to extend `fixed_cross_entropy` with the same new `cross_entropy` kwargs support, including `weight` and `label_smoothing`; they are the same underlying bug fix and could plausibly be merged into one PR." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: most PRs are clearly unrelated model-addition/refactor/test/docs changes, and the only supported duplicate pair is PR #43251 / #43254, which both modify `fixed_cross_entropy` for issue #43240. The soft-edge rejections are conservative and the accepted pair looks mergeable into one fix. The only mild caveat is that \u201cmore complete fix shape\u201d is somewhat subjective, but it doesn\u2019t undermine the overall conclusion." + "accept": false, + "feedback": "The duplicate-pair verdict for #43251/#43254 is grounded and conservative, but the PR-ranking rationale overstates the evidence: both PRs have an explicit issue link to #43240, so #43251 is not \"the only one with a direct issue link.\" Please avoid that claim and keep the canonical/summary language strictly tied to the packet. All other soft-edge rejections look conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15587,7 +15801,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15603,7 +15817,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "fce83129923f36ee181da47156faa1bead87010d98510f0e9f7bb0b43ac9acd0", + "prepared_review_unit_hash": "90c03fdb1240328059365b98069966f9df99aa43577e4b36bb3552ddf92b09c7", "component_budget": { "node_count": 2, "item_count": 2, @@ -15625,18 +15839,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related VibeVoice PRs, but they are not the same change: 40546 is the base VibeVoice implementation, while 42781 adds a separate realtime/acoustic-tokenizer extension on top of the shared model scaffolding.", + "summary": "Both PRs are VibeVoice-related, but they are not duplicates: #40546 is the initial core VibeVoice implementation, while #42781 is a later draft adding VibeVoice Realtime plus an acoustic tokenizer and related generation changes.", "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the cleaner canonical representative of the core VibeVoice feature set: it is the original implementation PR, broader in scope, and more mature than the later draft realtime extension.", + "canonical_pr_reason": "#40546 is the best representative PR for the cluster because it is the foundational end-to-end VibeVoice implementation (model code, auto mappings, processing, docs, and integration points).", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best single PR to represent the cluster because it targets the core VibeVoice codepath, whereas 42781 is a follow-on feature PR with additional realtime-specific components.", + "best_pr_reason": "#40546 is broader and more central to the base feature; #42781 looks like a follow-on extension for realtime/acoustic-tokenizer support rather than the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice files indicate a common base, but the scopes differ: 40546 implements VibeVoice, while 42781 adds realtime support and an acoustic tokenizer. They are related, not duplicates, and would not plausibly be merged as one PR." + "reason": "Reject: although they share VibeVoice files, #40546 implements the base model and integration, while #42781 adds a separate realtime/acoustic-tokenizer feature set. They are related work but not the same concrete bug/change and would not plausibly merge into one PR." } ] }, @@ -15650,7 +15864,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15666,7 +15880,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "ef57ea57e88b574d883d2ca0c3b040b244b86f8510d1bed7c43c5c778e4ac081", + "prepared_review_unit_hash": "ec59e90a908096743c0414660f696803abddfaa280dbe4af0047773bcc329535", "component_budget": { "node_count": 2, "item_count": 2, @@ -15688,7 +15902,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not look like the same underlying change or bug.", + "summary": "This cluster does not appear to be a duplicate set: one PR adds TimesFM covariate forecasting, while the other adds DINOv3 image-classification support. They touch different models, different code paths, and different user-facing features.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -15699,7 +15913,7 @@ "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different subsystems, different models, and different goals; one adds TimesFM covariate forecasting while the other adds DINOv3 image classification support." + "reason": "Different underlying changes in unrelated subsystems: TimesFM forecasting with covariates vs DINOv3 image classification. They do not fix the same bug or implement the same feature and would not be merged into one PR." } ] }, @@ -15713,7 +15927,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15776,7 +15990,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15792,7 +16006,7 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "64014da5b95f1ee02dd9ce3108538303d8153bcfb02f2a0f867879accc324db2", + "prepared_review_unit_hash": "0af3d4b90eb598c0ee5e8481b384ce86d232fc9c8482be17b39d780ca5b4dc3e", "component_budget": { "node_count": 2, "item_count": 2, @@ -15814,18 +16028,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs that both add new model integrations and share some Transformers boilerplate, but they implement different models (DeepSeek OCR vs Isaac) and are not the same underlying change.", + "summary": "Both items are unrelated model-addition pull requests. They share standard Transformers boilerplate and registry/docs updates, but they implement different models (DeepSeek OCR vs Isaac) and do not fix the same code-path problem.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 41797 is the better representative because it has more review activity and broader integration changes, but it is not a duplicate of 45186.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 41797 is the stronger standalone representative of the cluster due to higher discussion/review activity; 45186 is a separate, unrelated model addition.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions with different codepaths, docs, configs, tests, and model directories; shared auto-registration/scaffolding is expected for separate integrations, not evidence of a duplicate PR." + "reason": "Different model integrations with different filenames, configs, and test suites; shared registry/docs boilerplate is not enough to treat them as the same change." } ] }, @@ -15839,7 +16053,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15855,12 +16069,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "dc7c922744f3932920e680d60990f3b3b3dbd45313f452ceb59cb84c79e2b128", + "prepared_review_unit_hash": "c7dec2125d7ce5a0d73948eba3c5fb4ea7d38dd1e8d8cc261fc123e521471f23", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15868,7 +16082,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15877,18 +16091,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions versions, but they target different action families and different upgrade rationales. They are related at the theme level, not duplicates.", - "confidence": 0.94, + "summary": "These are both workflow dependency-upgrade PRs, but they change different actions and fix different compatibility concerns, so they should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the more specific and self-descriptive change set: it upgrades core GitHub Actions used for workflow runner compatibility (checkout/cache/upload-artifact and related workflows).", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative for the cluster because its scope and purpose are clearer, making it easier to anchor this group of action-version maintenance changes.", + "best_pr_reason": "Neither PR is a duplicate of the other. PR 42975 is the broader GitHub Actions runtime compatibility update; PR 42976 is specifically about upgrading docker/build-push-action in Docker image workflows.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow maintenance PRs, but they bump different actions in different code paths: 42975 targets Node 24-compatible GitHub actions, while 42976 updates docker/build-push-action and related workflow versions. They share a broad maintenance theme, not the same underlying bug/change." + "reason": "Different underlying changes: 42975 upgrades checkout/cache/upload-artifact and several workflow actions for Node 24 compatibility, while 42976 upgrades docker/build-push-action in Docker image workflows. They do not appear to fix the same concrete bug or change the same code path." } ] }, @@ -15902,7 +16116,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15932,7 +16146,7 @@ "pull_request:45490|pull_request:45630", "pull_request:45626|pull_request:45630" ], - "prepared_review_unit_hash": "1d6d95149cd9cba2724294eda6871887f29da9d50fa29c3c0fd5d2b0609a305d", + "prepared_review_unit_hash": "1a368cc8b66c85b21900f89b99ae221721d9991202474745ff3dcdf603f8dc8a", "component_budget": { "node_count": 7, "item_count": 7, @@ -15954,72 +16168,72 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated model-addition efforts, plus one separate distributed-loading change. The soft-similarity links are driven by shared Transformers plumbing and docs, but each PR targets a different model or subsystem, so none should be merged as duplicates.", - "confidence": 0.94, + "summary": "This cluster is not a duplicate set: it mixes several unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM, Kimi2-6, PP-FormulaNet) plus a distributed pipeline-parallel feature PR. The overlap is mostly shared Transformers boilerplate (docs, auto mappings, repo checks), not the same underlying change or bug.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45626 is the strongest representative of the model-addition group: it adds a full new model integration with docs, auto mappings, processor/image-processing code, and tests, and it has substantial review activity.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45626 is the most complete and broadly supported change in the set, so it is the best single representative if one must be chosen.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo) with different model-specific files and tests; shared auto/docs plumbing is generic, not the same fix." + "reason": "Both are model-introduction PRs, but for different models (ViT NEPA vs Molmo) with different codepaths and files; shared docs/auto-registration boilerplate is not enough to treat them as the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are distinct model integrations; overlap is only in common Transformers registration and docs updates." + "reason": "Different model additions (ViT NEPA vs Molmo2). They share generic registration/documentation edits, but the model implementations and targets are unrelated." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are separate model additions with different architectures and code paths." + "reason": "ViT NEPA and CTSM are distinct model additions with different architectures and files; the overlap is only standard Transformers model-scaffolding." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name, but these PRs add different model families and distinct implementation files; not one concrete bug/change." + "reason": "Molmo and Molmo2 are separate model families with different model code and docs; this looks like related naming, not the same underlying PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions; shared files are only broad registry/docs changes." + "reason": "Molmo and CTSM are unrelated model additions; shared auto/model registration and docs are broad boilerplate, not duplicate evidence." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model support PRs, not the same underlying change." + "reason": "Molmo2 and CTSM are different model ports with different implementations; similarity is limited to generic model onboarding changes." }, { "left": "pull_request:44601", "right": "pull_request:45626", "accept": false, - "reason": "Pipeline-parallel loading support is a distributed runtime change, while PP-FormulaNet is a new model integration; they do not fix the same code-path problem." + "reason": "Pipeline-parallel loading support is a distributed systems feature, while PP-FormulaNet is a model addition. They do not fix the same code-path problem." }, { "left": "pull_request:45490", "right": "pull_request:45626", "accept": false, - "reason": "CTSM and PP-FormulaNet are separate model additions; same auto/model registry edits do not make them duplicates." + "reason": "CTSM and PP-FormulaNet are separate model addition PRs for different models; shared auto-mapping and docs updates are routine and do not indicate duplication." }, { "left": "pull_request:45490", "right": "pull_request:45630", "accept": false, - "reason": "CTSM and Kimi2-6 are distinct model support PRs with different model-specific implementations." + "reason": "CTSM vs Kimi2-6 are unrelated model additions. The shared files are just standard registration/docs, not the same concrete change." }, { "left": "pull_request:45626", "right": "pull_request:45630", "accept": false, - "reason": "PP-FormulaNet and Kimi2-6 add different models and touch different model code; shared auto/docs updates are incidental." + "reason": "PP-FormulaNet and Kimi2-6 are different model support PRs with distinct implementations and model-specific files; not mergeable as one PR for the same bug/change." } ] }, @@ -16033,7 +16247,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16052,7 +16266,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "27368ce16ef98758ef22c688bda28012cda4827a83f43dce39adfbab93bc8850", + "prepared_review_unit_hash": "2ce7c2f6954cac3624c8f1a2d3a0983e353e4be187998ed1a04f921d31af6e76", "component_budget": { "node_count": 3, "item_count": 3, @@ -16074,30 +16288,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs do not look like duplicates of the same underlying change. 43291 is a Whisper tokenizer/test fix, 43665 is test-only edits in CLIP/ViT, and 44815 is a broader FP8 dequantization/loading fix. The only similarity is generic test activity and the shared \"fix\" style title.", - "confidence": 0.93, + "summary": "These PRs are not duplicates: one is a Whisper tokenizer/test fix, one is a test-only CLIP/ViT change, and one is a substantive FP8 dequant/loading fix. The cluster is too mixed to merge as a single change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the best representative of the cluster because it contains the most substantive code-path fix across loading and FP8 integration, while the other PRs are narrower or test-focused.", + "canonical_pr_reason": "PR 44815 is the most substantive and self-contained code fix in the set, addressing FP8 dequant/model loading behavior across core loading and quantization code with tests.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the strongest standalone PR in this set: it addresses a concrete implementation problem with actual runtime code changes, not just test adjustments or placeholder assertions.", + "best_pr_reason": "PR 44815 best represents the cluster because it is the only clear product fix; the other PRs are unrelated test-only or Whisper-specific changes.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode logic vs. CLIP/ViT test edits are unrelated; they do not appear to fix the same bug or merge into one PR." + "reason": "Different subsystems and changes: Whisper tokenizer/test code versus CLIP/ViT test edits. No shared concrete bug or mergeable change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/test changes and FP8 dequant/loading changes affect different subsystems and different failure modes." + "reason": "Whisper decoding/tokenization fix is unrelated to FP8 dequant/model-loading logic." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only assertions in vision model tests are not the same concrete code-path problem as the FP8 loading/dequantization fix." + "reason": "Test-only CLIP/ViT edits are unrelated to the FP8 dequant/loading fix; they do not target the same code-path problem." } ] }, @@ -16111,7 +16325,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16130,7 +16344,7 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "dfd21f9da0e8c51b80961af1eac17786f158f28e4026d41f8fcc7231f247a95d", + "prepared_review_unit_hash": "169a4ba8c6795b061efa9d41d4298b003d8de2e7b435146d44ea51972cce38f2", "component_budget": { "node_count": 3, "item_count": 3, @@ -16152,30 +16366,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are distinct synthetic/test changes and should not be clustered as duplicates. They only overlap on a shared test file path, but the actual edits target different areas (packaging/versioning, CI/workflows, and tokenizer/model/test scaffolding).", - "confidence": 0.95, + "summary": "These are three separate synthetic \u201c[don't merge]\u201d PRs used to exercise repo/CI behavior. They overlap only superficially (mainly via shared test files) and do not fix the same concrete bug or implement the same change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the strongest canonical representative for the cluster because it has the broadest multi-file workflow/test utility changes and the most substantive diff among the three, making it the best stand-in if one PR must represent the group.", + "canonical_pr_reason": "PR 43532 is the most representative cluster member: it has the broadest CI/workflow-oriented diff and the most discussion/review activity, while the others are narrower bot-test variants.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the best standalone PR candidate in this set because it is the largest and most representative change set; however, it is still not a duplicate of the others.", + "best_pr_reason": "PR 43532 is the best single PR to anchor the cluster because it is the broadest and most central of the synthetic CI/test changes, even though the three PRs are not true duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Shares only a test file path, but #43488 is about setup/version/dependency metadata while #43532 changes CI workflows and test helpers; they are not the same concrete fix." + "reason": "Different underlying changes: 43488 is a setup/version/dependency tweak plus a test edit, while 43532 rewrites workflow/comment CI paths and related utilities. Shared vit test filename is incidental." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "#43488 modifies packaging/versioning and dependency tables, whereas #45476 adds a CI workflow and touches tokenizer/model test scaffolding; overlap is superficial." + "reason": "Different targets and code paths: 43488 touches packaging/versioning and a test, whereas 45476 adds a CI workflow caller and makes unrelated CLIP/Chinese-CLIP edits. Not the same fix." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both touch workflow/test areas and the same vit test file, but the concrete changes differ completely (#43532 reworks comment-based CI, #45476 adds a PR CI caller and unrelated tokenizer/test edits), so they should not be merged as one PR." + "reason": "Both are CI/test-oriented bot PRs, but they modify different workflows and different model files; they do not appear to be one mergeable fix for the same concrete problem." } ] }, @@ -16189,7 +16403,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16205,12 +16419,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "d6b7baaef7c6d609bc53c330572963e833c1a3bbb1158490c95f0ec0681f4c21", + "prepared_review_unit_hash": "d1927a427bd74233de9754680cf0b6aed0a6aa0a468d3bc834533967e7994aed", "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 }, @@ -16218,7 +16432,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16227,18 +16441,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are superficially similar because they both add new segmentation pipelines and share scaffolding/docs, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They should not be deduplicated.", - "confidence": 0.96, + "summary": "Two distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding and documentation patterns, but target different models, tests, and pipeline code paths, so they should not be deduped.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate exists. If one must represent the cluster, PR 43613 is the broader pipeline addition and the better anchor, but it is not a duplicate of 43612.", + "canonical_pr_reason": "No single canonical PR: 43612 and 43613 implement different segmentation features with different target model integrations and test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the more representative standalone PR for the cluster because it covers the broader promptable visual segmentation pipeline and includes the larger set of related model/test updates.", + "best_pr_reason": "43613 is the broader/more central user-facing pipeline addition, but it is still not a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared docs/pipeline scaffolding and a similar naming pattern are not enough to treat them as the same change." + "reason": "Different underlying change: concept segmentation vs visual segmentation. The overlap is mostly shared docs/boilerplate and common pipeline scaffolding, not the same concrete bug or mergeable PR." } ] }, @@ -16252,7 +16466,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16268,7 +16482,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "e0b87857ba685973126bc6360f8e9449677c723b5b98b009d0e0dd0db8a8f8fc", + "prepared_review_unit_hash": "da1cab2ac0268d6826c6608a49c75ebcc18cf6fb7bd52935b5ab811f1e036bd8", "component_budget": { "node_count": 2, "item_count": 2, @@ -16290,18 +16504,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs modify `src/transformers/trainer.py`, but they introduce different extension points in unrelated code paths: one changes gradient-accumulation loss scaling, the other changes column-signature filtering for model inputs. They are not the same underlying bug or change.", - "confidence": 0.96, + "summary": "The two PRs both touch `trainer.py` and expose new customization hooks, but they address different trainer behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They should not be clustered as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests address different trainer behaviors and are not duplicates.", + "canonical_pr_reason": "PR 43651 is the better canonical representative only if one PR must be chosen, because it introduces a concrete behavior change around loss scaling in `training_step`; PR 43663 is a separate refactor/customization point for column filtering.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the cleaner representative of the cluster only in the sense that it is a focused, self-contained trainer behavior change; however, it is not a duplicate of PR #43663.", + "best_pr_reason": "PR 43651 is the strongest standalone PR in the cluster: it has a focused code-path change with a clear user-facing effect on training loss scaling. PR 43663 is unrelated in behavior and should not be treated as the same change.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different fixes in the same file: #43651 adds a gradient-accumulation loss-scaling hook, while #43663 adds a signature-column override hook. They touch separate code paths and would not plausibly be merged as one PR." + "reason": "Both are Trainer-extension PRs in the same file, but they fix different problems and touch different code paths. One controls gradient-accumulation loss scaling; the other refactors signature-column filtering. Not the same underlying change." } ] }, @@ -16315,7 +16529,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16333,55 +16547,55 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "7a3bd05df37cf36077e19716d7b4286397a0b8aef7af05cc5c4b3cd7440e1744", + "prepared_review_unit_hash": "a64e962a8cf435d17bcbbdebcf17406b707dd686133f8ba1dd24ce17ceba496a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "43842 is the best canonical PR: it makes the minimal, direct TypeAdapter NameError fix in `src/transformers/cli/serve.py` and explicitly ties to the tracking issue. 43836 looks like a plausible duplicate fix for the same runtime problem in the same code path, but 43656 is better treated as a related annotation cleanup in the same file rather than a confirmed duplicate of the TypeAdapter bug fix.", - "confidence": 0.82, + "summary": "All three PRs touch `src/transformers/cli/serve.py` and are about import-time/type-annotation NameErrors in the CLI, but they are not all equally focused. PR 43842 is the cleanest targeted fix for the `TypeAdapter`/pydantic annotation problem; 43656 is a broader annotation cleanup in the same file, and 43836 is a more expansive variant of the same underlying serve-cli typing issue.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "43842 is the cleanest, most direct fix for the TypeAdapter NameError, with explicit issue linkage and a focused change in the affected code path.", + "canonical_pr_reason": "PR 43842 is the most directly scoped fix: it explicitly addresses the `TypeAdapter` NameError when pydantic is not installed, uses a TYPE_CHECKING import plus a quoted annotation, and has the clearest title/issue linkage.", "best_issue_reason": null, - "best_pr_reason": "43842 best represents the cluster because it addresses the concrete TypeAdapter failure with a targeted fix rather than a broader annotation refactor.", + "best_pr_reason": "PR 43842 is the best overall PR in the cluster because it is the most specific, minimal, and clearly aligned with the underlying runtime NameError in `serve.py`.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "43656\u2019s diff preview shows a broader future-annotations/typing cleanup in `serve.py`, but not a direct TypeAdapter change or clear evidence it fixes the same NameError as 43842." + "accept": true, + "reason": "Both PRs appear to fix the same `TypeAdapter`/annotation NameError in the CLI serve path; 43656 is broader, but it is plausibly the same underlying bug and could be consolidated with 43842." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both PRs target the same `serve.py` runtime TypeAdapter NameError and make overlapping annotation-only changes, so they plausibly fix the same underlying bug." + "reason": "Both changes target the same `serve.py` import-time typing issue around `TypeAdapter` and pydantic availability, so they look like the same underlying bug rather than separate changes." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary overstates the evidence for 43656. In the packet, 43656\u2019s diff preview shows a broader `from __future__ import annotations`/annotation cleanup in `serve.py`, but it does not show any `TypeAdapter` change or direct evidence that it fixes the same TypeAdapter NameError as 43836 and 43842. The 43836\u219443842 pairing is grounded enough, but the claim that all three PRs address the same bug is not. Keep the 43656 relationship more conservative, e.g. as a related annotation-fix in the same file rather than a confirmed duplicate of the TypeAdapter fix." + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative: it distinguishes the narrow TypeAdapter/pydantic fix in 43842 from the broader serve.py annotation changes in 43656 and 43836. The soft-edge acceptances are also defensible given the shared file and closely related typing bug surface, with no obvious overstatement." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16389,7 +16603,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16455,7 +16669,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -16503,8 +16717,8 @@ "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:44071", "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", @@ -16568,202 +16782,202 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "d8f82832234b985f1dc55f7b1176ca5f2b0d53579533af0fc20656dd91ba79a8", + "prepared_review_unit_hash": "29166f7a1bec9d6a1636a94187f7fc336e5b4cecf57177892f8b828fac2ac039", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84511, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76944, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76935, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a theme cluster of standardized output-tracing refactors across many different models, not one single duplicate bug. The only clear duplicate/follow-up groups are the GPT-J/CodeGen changes (44066, 44085, 44722) and the GPT-Neo pair (44018, 44068); the rest are distinct model-specific code paths.", - "confidence": 0.9, - "canonical_issue_reason": null, - "canonical_pr_reason": "44066 is the best anchor: it is explicit about the shared tracker, covers the core GPT-J/CodeGen code path, and is the most central representative of the true duplicate subcluster.", - "best_issue_reason": null, - "best_pr_reason": "44066 is the strongest overall PR to keep: it is issue-linked, broad enough to represent the real duplicate family, and more complete than the narrower follow-ups.", + "summary": "This cluster is mostly a set of model-specific PRs for the same broad output-tracing/decorator refactor theme, but only a few pairs are true duplicates at the concrete code-path level. The clear duplicate subgroup is the GPT-J/CodeGen refactor, plus a separate GPT-Neo duplicate pair; the rest are just similar standardized-output migrations across different models.", + "confidence": 0.61, + "canonical_issue_reason": "No standalone issue artifact is present in the cluster; several PRs reference tracking issue #43979, but it is not one of the listed items.", + "canonical_pr_reason": "PR 44066 is the strongest representative of the duplicate GPT-J/CodeGen subgroup: it has an explicit issue link, covers the same concrete output-tracing refactor across both model files, and is broader than the narrower follow-up PRs.", + "best_issue_reason": "No issue item is available to serve as a cluster canonical.", + "best_pr_reason": "PR 44066 is the best overall representative among the listed PRs because it most clearly captures the concrete GPT-J/CodeGen output-tracing change rather than just the generic refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths; only the generic output-tracing pattern overlaps." + "reason": "Different model code paths (CVT/FNet vs GPT-J); same refactor theme only." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families; same refactor theme is not enough to treat as a duplicate." + "reason": "Unrelated models and implementations; only the standardized output-tracing pattern matches." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same code path; one is effectively a subset/update of the other." + "reason": "Same GPT-J output-tracing refactor family, with overlapping GPT-J file changes and the same tracking issue." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different architectures and implementations; both are standardized output refactors, but not the same change." + "reason": "Both are output-tracing migrations, but they target different vision models and different concrete implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; only the refactor pattern overlaps." + "reason": "EfficientNet vs GPT-J/CodeGen; not the same bug or change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model code paths; shared issue-target style is not enough." + "reason": "Different model families and code paths; only the refactor style is shared." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa; these are unrelated model-specific refactors." + "reason": "MobileNetV2 vs DeBERTa V2; same broad migration pattern but not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different models and call paths; same output-capture style only." + "reason": "GPT-J/CodeGen vs MGP-STR; unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in the same model/file set, so these are duplicate candidates." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; same architecture migration theme, but not the same bug/change." + "reason": "GPT-J/CodeGen vs MPT; different concrete code paths." }, { - "left": "pull_request:44018", + "left": "pull_request:44066", "right": "pull_request:44068", - "accept": true, - "reason": "Both target GPT-Neo output tracing in the same file/model, so this looks like the same underlying change." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo is a different code path from GPT-J/CodeGen." + "reason": "GPT-J/CodeGen vs GPT-Neo; same refactor theme but different models." }, { "left": "pull_request:44018", - "right": "pull_request:44086", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs MGP-STR; only thematic overlap." + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same underlying model change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet-family refactor vs GPT-J/CodeGen; not the same underlying fix." + "reason": "ResNet refactor vs GPT-J refactor; unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + "reason": "MGP-STR vs GPT-J/CodeGen; only the decorator migration pattern overlaps." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different model code paths; not mergeable as one PR." + "reason": "ResNet vs GPT-J; no shared concrete bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; same topic, different code paths." + "reason": "GPT-Neo and ResNet are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet-family vs MPT; not the same fix." + "reason": "ResNet vs MPT; unrelated changes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; only the refactor style matches." + "reason": "GPT-Neo vs Flaubert/XLM; same style of refactor, different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; different model implementations." + "reason": "GPT-Neo vs GPT-J/CodeGen; similar output-tracing work but not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + "reason": "GPT-Neo vs Flaubert/XLM; different models." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J/CodeGen; too broad to be duplicate." + "reason": "MPT vs GPT-J/CodeGen; not a duplicate." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; only the output-tracing theme overlaps." + "reason": "GPT-Neo vs MGP-STR; unrelated models." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; different concrete changes." + "reason": "GPT-Neo vs GPT-J; different concrete refactors." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; not the same bug/change." + "reason": "GPT-Neo vs MGP-STR; only broad pattern matches." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT vs GPT-J; same refactor idea, different implementation." + "reason": "MPT vs GPT-J/CodeGen; different model code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 vs MGP-STR; unrelated model code paths." + "reason": "GPT-2 vs MGP-STR; not the same underlying bug/change." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; same cluster theme only." + "reason": "GPT-J vs MGP-STR; unrelated implementations." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 refactor vs GPT-J/CodeGen refactor; not a duplicate." + "reason": "GPT-2 vs GPT-J/CodeGen; similar output-tracing style but different models." }, { "left": "pull_request:44098", @@ -16772,160 +16986,130 @@ "reason": "ViLT vs Flaubert/XLM; different model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo vs MPT; not the same code-path problem." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44722", - "accept": false, - "reason": "Segformer vs GPT-J/CodeGen; only the output-tracing pattern matches." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44161", - "accept": false, - "reason": "Segformer and LongT5 are different implementations." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "Segformer vs VisualBert; not the same underlying change." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo vs MPT; unrelated concrete code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "MPT vs MGP-STR; same generic refactor family only." + "reason": "RegNet vs SegFormer; both are refactors of output tracing, but not the same concrete fix." }, { "left": "pull_request:43997", - "right": "pull_request:44073", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet vs VisualBert; different model-specific refactors." + "reason": "RegNet vs MPNet; unrelated model code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "Segformer vs MPT; not mergeable as one PR." + "reason": "MPT vs ImageGPT; not a duplicate." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBERT vs MPT; different code paths." + "reason": "TextNet vs Flaubert/XLM; same migration style only." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT vs VisualBert; only the tracing pattern overlaps." + "reason": "MPNet vs LongT5; different concrete implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated implementations." + "reason": "VisualBERT vs Flaubert/XLM; different models." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "TextNet vs Flaubert/XLM; different model code paths." + "reason": "GPT-2 vs GPT-Neo; both touch tracing, but not the same code-path problem." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44056", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet vs Segformer; same broad subsystem only." + "reason": "MPNet vs VisualBERT; different refactors." }, { - "left": "pull_request:44056", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs LongT5; not the same bug/change." + "reason": "CVT/FNet vs LongT5; unrelated model code." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet vs MPNet; unrelated concrete refactors." + "reason": "CVT/FNet vs SegFormer; only broad theme overlaps." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT vs DeBERTa; different model implementations." + "reason": "SqueezeBERT vs DeBERTa V2; different model families." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa vs TextNet; only a shared tracing migration theme." + "reason": "DeBERTa V2 vs TextNet; same style of refactor, not the same fix." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen standardized output-tracing change; these are direct duplicates/follow-ups." + "reason": "Same GPT-J/CodeGen output-tracing refactor, same issue target, and overlapping files." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both target the same GPT-J output-tracing refactor; they overlap on the same concrete code path." + "reason": "Same GPT-J output-tracing change; the GPT-J file overlap indicates the same underlying refactor." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5; different model code paths." + "reason": "GPT-J vs SpeechT5; not the same concrete bug/change." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet vs RegNet/ResNet; same refactor theme, different model code." + "reason": "CVT/FNet vs RegNet/ResNet/RT-DETR-ResNet; only a broad output-tracing migration theme is shared." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs SpeechT5; not the same underlying change." + "reason": "CVT/FNet vs SpeechT5; different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa vs SpeechT5; unrelated implementations." + "reason": "DeBERTa V2 vs SpeechT5; not a duplicate." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa vs VITS; different concrete code paths." + "reason": "DeBERTa V2 vs ViTS; same migration pattern only." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet vs ImageGPT; same output-tracing pattern only." + "reason": "FocalNet vs ImageGPT; different model implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly characterizes this as mostly a broad output-tracing theme cluster, and the accepted pairs stay within the same file/model families and look mergeable as the same bugfix family. The negative verdicts are conservative and do not overclaim duplication across unrelated model code paths." + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The accepted soft edges are supported by shared model/file overlap and the same issue target or same concrete GPT-J/GPT-Neo refactor family. The rejected edges are generally justified as same broad output-tracing pattern but different model code paths. No obvious overstatement beyond the evidence in the packet." }, "evaluator_used": true, "retried": false, @@ -16936,7 +17120,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 25, + "component_count": 24, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -16960,20 +17144,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "96e9f9ac3d4f8bc05e28d7e17db0344cb5dc6978f17f358b9004f35640511624", + "prepared_review_unit_hash": "f56cd10a74d1a3e4ae2b169152c5f6627919f82cc82f8f828dacb9c6d73a4104", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84511, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, + "serialized_chars": 13068, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -16982,42 +17166,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all move different models toward the same standardized output-tracing/capture pattern, but they are model-local refactors in separate code paths. They are similar in theme, not duplicates of the same underlying change, so the soft edges should be rejected.", - "confidence": 0.91, + "summary": "All items are model-specific refactors to standardized output tracing/capture in different architectures, so they are related in theme but not duplicates of the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative of the shared theme: it explicitly refactors VisualBert to use capture_outputs and can_return_tuple and sets _can_record_outputs, which matches the cluster\u2019s core pattern.", + "canonical_pr_reason": "If a representative PR is needed, 44073 is the clearest example of the shared refactor pattern, but it only applies to VisualBert and does not subsume the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone candidate because it has an explicit issue target and a concrete output-tracing refactor in SpeechT5, making it the most clearly anchored change among the set.", + "best_pr_reason": "44073 is the best single representative of the cluster because its diff cleanly shows the standardized output-tracing migration with the new decorators, but it is not a duplicate anchor for the other model-specific PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor style, but different models and different code paths (VisualBert vs TextNet); this is not the same underlying change." + "reason": "Same broad refactor theme, but different models and files; these are separate model-specific changes, not one mergeable code-path fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are output-tracing migrations, but they apply to different architectures and implementation details, so they are not duplicates." + "reason": "Both adopt output tracing helpers, but MPNet and VisualBert are unrelated implementations with distinct code paths." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Shared decorator/refactor pattern only; MPNet and TextNet are separate model-specific changes." + "reason": "Shared refactor style only; MPNet and TextNet change different model code and are not the same underlying bug or change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; the similarity is only that both adopt standardized output handling." + "reason": "Different architectures and forward paths; this is a parallel cleanup, not a duplicate fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both touch output tracing, but they target different models and different concrete layer signatures, so they should not be merged as one PR." + "reason": "Both mention standardized output handling, but SqueezeBert and SpeechT5 are separate model-specific refactors with different semantics." } ] }, @@ -17031,7 +17215,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17100,292 +17284,292 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "b8aad94faf924a73b42666405544a092dd89319b95950500cc44b6f035bb7496", + "prepared_review_unit_hash": "fa60728e768668aee18bc2bac807f54f14b2b5441a8ba446a033ae3e52277b53", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41310, - "estimated_input_tokens": 10328, - "estimated_eval_tokens": 20912 + "serialized_chars": 41328, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41310, - "estimated_input_tokens": 10328, - "estimated_eval_tokens": 20912 + "serialized_chars": 41328, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a common output-tracing/refactor theme, but they target different model families and code paths, so they should not be treated as duplicates. I\u2019d use the broader Mamba-family refactor as the representative PR for the cluster.", - "confidence": 0.84, + "summary": "This cluster is a set of thematically similar but separate PRs: each refactors output tracing for a different model family/code path. They are not duplicates of one another, though they share the same general design direction. No issue is present; PR 44003 is the best representative because it is the broadest concrete refactor in the set.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest self-contained refactor here: it updates two closely related Mamba-family models and adds output-capturing plumbing, so it best represents the cluster\u2019s shared theme.", + "canonical_pr_reason": "PR 44003 is the most representative umbrella change: it updates two related model files and introduces the output-capturing plumbing, making it the broadest concrete example of the cluster's theme.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest anchor for this cluster because it makes the most substantive runtime change while still fitting the common output-tracing pattern.", + "best_pr_reason": "44003 best fits the cluster as a canonical representative because it is more substantial than the single-model refactors and sits closest to the shared output-tracing refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths (timm_backbone vs upernet); same refactor style, not the same change." + "reason": "Different model families and different forward paths; same refactor theme is not enough to treat them as the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different code paths in different models; only the output-tracing refactor theme overlaps." + "reason": "Unrelated model implementations; both are output-tracing cleanups, but they fix different code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Timm backbone and UnivNet are unrelated runtime paths; not one mergeable fix." + "reason": "Separate model-specific refactors with no shared concrete bug or code path." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and separate output-handling implementations; too broad to be a duplicate." + "reason": "Different model stacks; one is timm_backbone, the other is mamba/falcon_mamba, so these are not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Timm backbone vs RWKV are unrelated code paths despite similar refactor wording." + "reason": "Both touch tracing utilities, but they apply to different architectures and independent forward logic." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are separate models; shared theme is only output-tracing cleanup." + "reason": "MobileNetV1 and UnivNet are unrelated model paths; similar refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different subsystems and different forward signatures; not the same underlying bug/change." + "reason": "Different models and different output contracts; not the same bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything are distinct model paths; similar refactor pattern only." + "reason": "Both are refactors for tracing, but they affect distinct model families and code paths." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and outputs; this is not one concrete fix." + "reason": "No shared concrete fix; these are separate model-specific output-tracing updates." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and Speech Encoder-Decoder touch unrelated forward logic." + "reason": "Different encoder-decoder model code, not one mergeable fix for the same problem." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated model code paths." + "reason": "Vision-text dual encoder and UnivNet are unrelated implementations; the similarity is only in the refactor style." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "CLIP-style vision-text logic and UperNet segmentation are different concrete changes." + "reason": "Distinct model code paths with no evidence of the same underlying bug." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Vision-text dual encoder and Depth Anything are separate models; only the refactor motif matches." + "reason": "Different model families and different output semantics; not duplicate changes." }, { "left": "pull_request:44000", "right": "pull_request:44026", "accept": false, - "reason": "These touch different encoder-decoder wrappers and different runtime behavior." + "reason": "These affect unrelated model architectures, so they should not be merged as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model paths; not one duplicate change." + "reason": "Unrelated model implementations; same tracing refactor theme is too broad." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different architectures and output types; same broad cleanup, not the same fix." + "reason": "Different model families and forward methods; not the same concrete issue." }, { "left": "pull_request:44001", "right": "pull_request:44026", "accept": false, - "reason": "UnivNet vs VisionEncoderDecoder are separate implementations, so do not merge." + "reason": "Separate model-specific refactors with no shared fix target." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV have different forward paths and different output handling." + "reason": "Different architectures and code paths; no evidence of a common underlying bug." }, { "left": "pull_request:44002", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and code paths; too dissimilar for duplicate triage." + "reason": "Both are output-tracing refactors, but for different models and different forward behavior." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "UnivNet and Mamba-family changes are separate refactors in different subsystems." + "reason": "Unrelated model families; this is not one concrete fix spanning both PRs." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet segmentation and Mamba stateful sequence models are not the same underlying change." + "reason": "Different model code paths and different tracing updates; not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder vs Mamba-family output tracing are different concrete paths." + "reason": "Vision-text dual encoder and mamba/falcon_mamba are unrelated; same broad subsystem is insufficient." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba-family tracing and SuperPoint feature extraction are unrelated changes." + "reason": "Different model families and different refactors, even though both mention output handling." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba-family output tracing and CodeGen cache/output behavior are different code paths." + "reason": "Mamba/falcon_mamba output tracing is unrelated to CodeGen's cache/output signature change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated models; the overlap is only thematic." + "reason": "Separate model-specific changes; no shared concrete bug or mergeable fix." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen do not share a concrete bug or mergeable fix." + "reason": "Unrelated models and different output contracts; not the same underlying change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models and different forward semantics; not a duplicate." + "reason": "These target different model implementations and should remain separate." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen are separate code paths despite similar refactor wording." + "reason": "Different code paths and different model families; only the output-refactor theme overlaps." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are different models; same output-tracing refactor style only." + "reason": "Depth Anything and VisionEncoderDecoder are unrelated models; no common concrete bug." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech Encoder-Decoder are unrelated implementations." + "reason": "Different encoder/decoder stacks and separate tracing updates." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models and different output shapes; not one fix." + "reason": "Depth-anything depth estimation and SuperPoint feature extraction are distinct code paths." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are separate architectures with distinct tracing changes." + "reason": "Separate model families; the shared output-tracing wording does not indicate a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are unrelated model paths; similar cleanup only." + "reason": "Different models and different forward signatures, so they are not the same PR in disguise." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV have different concrete runtime paths." + "reason": "VisionEncoderDecoder and RWKV are unrelated; no same underlying fix." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and Speech Encoder-Decoder are separate wrapper models." + "reason": "Different model stacks and different output handling changes." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are unrelated implementations." + "reason": "Separate model-specific refactors with no shared bug target." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR do not fix the same underlying bug." + "reason": "DPR and VisionEncoderDecoder are different code paths; not mergeable as one duplicate change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech Encoder-Decoder and SuperPoint are different model families and code paths." + "reason": "Speech/Vision encoder-decoder code is unrelated to SuperPoint's model forward path." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Speech Encoder-Decoder and RWKV are unrelated changes." + "reason": "Different model families and different tracing mechanics; not the same issue." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech Encoder-Decoder and DPR are separate implementations; not mergeable as one PR." + "reason": "Separate model implementations; the common theme is too broad to call them duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint feature extraction and RWKV sequence modeling are unrelated changes." + "reason": "SuperPoint and RWKV are unrelated architectures, so these are distinct changes." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR touch different model code paths and output contracts." + "reason": "Different model code paths and different output semantics; not duplicate PRs." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are distinct model families; the refactor theme is too generic to merge." + "reason": "RWKV and DPR are unrelated models; same tracing/return-shape theme is insufficient for a duplicate." } ] }, @@ -17399,7 +17583,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17418,12 +17602,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "f609505003b5742e456ebd8e85b2ab17389d156c4f211bcaa99817f03f9d7ff1", + "prepared_review_unit_hash": "0631109f60244d3876ba91d78598f72b9e7c08aad17176061ff29bb128588a41", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, + "serialized_chars": 10914, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -17431,7 +17615,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, + "serialized_chars": 10914, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -17440,30 +17624,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-implementation PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS) that only overlap on shared Transformers scaffolding and docs plumbing. They do not appear to fix the same underlying bug or ship the same change, so none should be merged as duplicates.", + "summary": "These three PRs are unrelated model-addition implementations for different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share boilerplate infrastructure changes, but not the same underlying bug or change, so none should be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for a duplicate cluster; the PRs target different models and codepaths. If one representative is needed, #45075 is the most complete/established implementation PR, with broad review activity and a full model stack.", + "canonical_pr_reason": "No canonical PR for duplicate-triage purposes: each PR introduces a different model and distinct codepaths, so they should remain separate.", "best_issue_reason": null, - "best_pr_reason": "#45075 is the best representative of the cluster because it is a mature, high-activity model-addition PR with a substantial implementation surface, making it the strongest exemplar among the unrelated entries.", + "best_pr_reason": "PR 45075 is the strongest standalone representative only in the sense that it is a complete model-addition PR with conversion code, docs, and tests; however, it is still not duplicate-equivalent to the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions (PenguinVL vs Voxtral TTS); shared files are only generic auto-registration/docs scaffolding, not the same fix or codepath." + "reason": "Different models and different implementations: PenguinVL vs Voxtral TTS. Shared auto/docs files are generic boilerplate, not the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model implementations for different architectures; overlap is limited to common Transformer boilerplate and does not indicate one underlying bug/change." + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2) with separate configs, processors, and model code; only generic framework files overlap." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model-add PRs; they share only broad framework integration files, so they should not be treated as duplicates." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model integrations with different codepaths and assets; overlap is limited to shared registration/docs plumbing." } ] }, @@ -17477,7 +17661,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17493,12 +17677,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "bff13a483a98d88e2677e23d46790207f7a8fe2ade77f57f699a9875b36a2ddd", + "prepared_review_unit_hash": "78113aea60c0df532f485743f9954f0dea987e00f69c1b46516821e68e9f5bcf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17506,7 +17690,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17515,18 +17699,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are related to fusion, but they are not the same underlying change. #44979 adds a generic Module Fusion API, while #45363 implements n-to-1 kernel fusion through KernelConfig and related integration changes. They target different abstractions and code paths, so this is not a duplicate PR cluster.", - "confidence": 0.91, + "summary": "These PRs are related by the broad theme of fusion, but they implement different layers of the stack: one adds a generic module-fusion API, the other wires n-to-1 kernel fusion through `KernelConfig` and model loading. They do not look like the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the more concrete end-user feature: it wires KernelConfig into model loading/integration to enable actual n-to-1 kernel fusion, whereas #44979 is a broader API scaffold for module fusion.", + "canonical_pr_reason": "PR 45363 is the better representative because it delivers the more concrete end-user feature and touches the actual loading/integration path for kernel fusion; PR 44979 is a lower-level API scaffold for module fusion.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the best representative PR because it delivers a specific, end-to-end fusion capability with integration changes and an example, rather than just introducing a generic API surface.", + "best_pr_reason": "PR 45363 is the strongest standalone PR in this cluster since it implements a specific kernel-fusion workflow end to end, whereas PR 44979 is a foundational API addition that is not the same code-path change.", "soft_edge_verdicts": [ { - "left": "Module Fusion API", - "right": "n-to-1 kernel fusion via `KernelConfig`", + "left": "pull_request:44979", + "right": "pull_request:45363", "accept": false, - "reason": "Different change scopes and mechanisms: generic module-fusion API vs concrete kernel-fusion integration through KernelConfig. They are related conceptually but not the same fix/feature." + "reason": "Both are about fusion, but 44979 introduces a generic module-fusion API and 45363 implements n-to-1 kernel fusion via `KernelConfig`; they target different mechanisms and would not plausibly be merged as one PR." } ] }, @@ -17540,7 +17724,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17556,7 +17740,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "5b4c10d0e4af343e3dc718ab2253ca8e1a70cc2dd75a714a6c7f84df26a70b9e", + "prepared_review_unit_hash": "9a6e7a29d63945f326f4807b641b922079a0ba74b1aa8dcbb1fbe0b4b4032cd7", "component_budget": { "node_count": 2, "item_count": 2, @@ -17578,18 +17762,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete candidate because it includes tests and broader validation.", + "summary": "Both PRs fix the same `_patch_mistral_regex` AttributeError in `src/transformers/tokenization_utils_tokenizers.py` for issue #45081; PR 45317 is the stronger representative because it includes test coverage and a fuller fix context.", "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the best canonical PR because it targets the same bug as 45086, adds test coverage, and appears to be the more polished version of the same fix.", + "canonical_issue_reason": "No issue artifact is present in this cluster; both PRs explicitly target issue #45081.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it appears to be the more complete fix, adds tests, and still addresses the same concrete AttributeError in `_patch_mistral_regex`.", "best_issue_reason": null, - "best_pr_reason": "45317 is the best overall PR candidate since it fixes the same concrete code path as 45086 but includes tests and a clearer final form of the change.", + "best_pr_reason": "PR 45317 is the best overall representative of the cluster because it fixes the same bug as 45086 but with added test coverage and clearer validation of the change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same fix in the same file/lines for `_patch_mistral_regex`; 45317 looks like an expanded follow-up with tests, so these are mergeable variants of one change." + "reason": "Same underlying bug and same target issue (#45081), same code path, and the later PR is a superset with tests; these are duplicates/overlapping fixes." } ] }, @@ -17603,7 +17787,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17619,12 +17803,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "37c5e6cf3b33a565a6c2260301d3164bd84d92e7df316217e658d30c64ea306d", + "prepared_review_unit_hash": "87c7f4ae45a2627f5440557195465b60c2b382ef6592783890d3d95e8e1d3bee", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -17632,7 +17816,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -17641,18 +17825,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to Nemotron H, but they are not the same change: #45115 is a refactor/inheritance and conversion-mapping cleanup, while #45569 introduces a broader dense/sparse split with docs, auto-mapping, and new model modules.", - "confidence": 0.89, + "summary": "These PRs touch the same NemotronH area but are not the same change: one is a narrow refactor/conversion-mapping update, while the other splits NemotronH into dense/sparse variants with docs and tests. They should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the broader, more complete Nemotron H architecture change and best represents the cluster topic; it adds the dense/sparse model split and the associated registry/docs updates.", + "canonical_pr_reason": "PR #45569 is the better representative PR for this cluster because it implements the broader, concrete model-structure change (NemotronH dispatcher plus dense/sparse variants) and includes docs/test updates, whereas #45115 is a narrower inheritance/refactoring/conversion-mapping change.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the most user-visible and comprehensive implementation of the Nemotron H restructuring, touching the new model variants, docs, and model registration.", + "best_pr_reason": "PR #45569 is the strongest standalone PR candidate: it has the larger, more complete implementation footprint and directly addresses the model split across code, docs, and tests. PR #45115 appears to be an earlier, narrower refactor in the same subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared Nemotron H files do not imply the same fix: #45115 focuses on conversion key renames and inheritance/refactor, while #45569 implements the dense/sparse model split and documentation/auto-mapping updates." + "reason": "Not the same underlying change. #45115 focuses on NemotronH inheritance/refactoring and conversion key renames, while #45569 introduces dedicated NemotronH dense/sparse model variants and related docs/tests. They overlap in subsystem, not in concrete fix." } ] }, @@ -17666,7 +17850,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17682,7 +17866,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "4c54a1ad1865aa4d01ed0d0bfe3f9c4a423156e41ff46c9230f3916c5d88bd00", + "prepared_review_unit_hash": "6a6d7d25afcb2192525944e38142d9fc83a2a30e56d44a1a9ac7c7e37f40aa9e", "component_budget": { "node_count": 2, "item_count": 2, @@ -17704,18 +17888,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related pull requests for heterogeneous-model support, but they split the work into a configuration layer and a broader modeling/inference layer. They are adjacent feature PRs, not duplicates of the same concrete change.", - "confidence": 0.79, + "summary": "Two open PRs in the same heterogeneity effort, but they are not duplicates: one introduces per-layer config plumbing, while the other extends model/cache/masking behavior to use heterogeneous configs.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the better canonical representative because it covers the broader end-to-end heterogeneous model support, including modeling, cache, masking, and model-specific changes, whereas 45333 is only the per-layer config foundation.", + "canonical_pr_reason": "PR #45332 is the broader downstream change: it builds heterogeneous model support across cache/modeling paths and appears to depend on the per-layer config plumbing added separately.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the strongest standalone PR in the cluster since it reflects the larger functional change and is more representative of the full feature than the config-only prerequisite PR.", + "best_pr_reason": "PR #45332 is the best representative because it spans the actual runtime behavior changes, not just the config data model.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same underlying change: 45333 adds per-layer config support and helpers, while 45332 extends that into cache/modeling behavior and model-specific integration. They could be sequential PRs, not one duplicate PR." + "reason": "Related but distinct scopes: #45333 adds heterogeneous config serialization/representation, while #45332 changes model/cache behavior to consume that config. They share infrastructure, but they are not the same concrete bug/change and would not be merged as one PR." } ] }, @@ -17729,7 +17913,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17745,7 +17929,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "9bffbf95835b1d6cb173446ceb878f57dd6d3c373fc7daf407dcb15a587b17da", + "prepared_review_unit_hash": "4c04bf8c8866cc0de53a932cd8b3784b3b7349d4d0d04d581a6fce7e4ed58f2a", "component_budget": { "node_count": 2, "item_count": 2, @@ -17767,18 +17951,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs, but they address different scopes and problems: one is a broad repository-wide type-checking sweep, the other adds specific typing helper protocols and aliases for a few consumers. They do not look like duplicates.", - "confidence": 0.87, + "summary": "Both PRs are typing-focused, but they address different scopes: #45415 is a broad type-checking sweep across many Transformers files, while #45425 adds/adjusts typing protocols and helpers for specific model/PEFT-related paths. They are related, but not the same underlying change.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused, concrete typing change: it adds shared protocol/alias definitions and updates a small set of consumers to satisfy those contracts. PR 45415 is a broad type-checking cleanup across many files plus pyproject ignores, so it is not the best canonical representative of a single underlying change.", + "canonical_pr_reason": "PR #45415 is the broader, more representative typing cleanup across the codebase and is the better anchor for this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 best fits the cluster because it targets a specific type-compatibility gap in shared typing infrastructure and related code paths, whereas PR 45415 is a wide, cross-cutting typing pass rather than one fix.", + "best_pr_reason": "PR #45415 is the strongest cluster representative because it spans many affected modules and appears to be the main type-checking pass rather than a narrow follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but 45415 is a broad type-checking sweep with config ignores and many file edits, while 45425 introduces specific typing protocols/aliases for targeted consumers. Different underlying changes, so not a duplicate." + "reason": "Reject: both are typing-related, but #45415 is a broad repo-wide type-checking sweep and #45425 is a narrower typing/protocol update for modeling_utils and PEFT-like interfaces. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one PR." } ] }, @@ -17792,7 +17976,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17808,12 +17992,12 @@ "soft_pairs": [ "pull_request:45487|pull_request:45615" ], - "prepared_review_unit_hash": "291e7c77102221057d0b9a527f115bb8a755f9f9b660cef65f636d1000af5aa5", + "prepared_review_unit_hash": "42d131bd162c030fab2d14338a06f5b5a1867a4446e12a624575166f4c4d4aaf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5159, + "serialized_chars": 5160, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -17821,7 +18005,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5159, + "serialized_chars": 5160, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -17830,18 +18014,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated pull requests: one fixes a real model-parallel device bug in AltCLIP/ChineseCLIP code, the other only adds XPU test expectations for Qianfan OCR.", - "confidence": 0.96, + "summary": "These two pull requests are not duplicates: one fixes a model-parallel device placement bug in AltCLIP/ChineseCLIP code paths, while the other only updates Qianfan OCR XPU test expectations. They touch different models, different files, and different kinds of changes.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the stronger representative: it fixes a concrete runtime/device-placement bug in model code across multiple affected modules, unlike PR 45615 which is only test data updates.", + "canonical_pr_reason": "PR #45487 is the better canonical PR because it contains the actual code fix for a concrete runtime bug, while #45615 is only a test expectation update for a different model and hardware path.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best standalone PR in the cluster because it addresses the underlying code-path problem directly; PR 45615 is test-only and not a duplicate or merge candidate with it.", + "best_pr_reason": "PR #45487 is the strongest representative of the cluster\u2019s substantive work since it addresses a real implementation issue; #45615 is not a good representative because it is test-only and unrelated in underlying behavior.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45615", "accept": false, - "reason": "They do not fix the same bug or code path: 45487 changes device handling in model forward logic, while 45615 only updates expected outputs for XPU tests in an unrelated model." + "reason": "Different models and different changes: #45487 fixes device handling in AltCLIP/ChineseCLIP implementation code, while #45615 only adds XPU test expectations for Qianfan OCR. They do not appear to fix the same concrete bug or change." } ] }, @@ -17855,7 +18039,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17871,7 +18055,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "06b4089cc1724053d47eb9d6bd5682bae1485b1c97e154dbcc4e0166756faf67", + "prepared_review_unit_hash": "332037c32dd45aae99430e2709229819b4e9d019d35805cfdfc91f94c7f74ad1", "component_budget": { "node_count": 2, "item_count": 2, @@ -17893,18 +18077,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both EP-related pull requests, but they address different failures: 45548 fixes loading/serialization for EP with DeepSpeed ZeRO-3 via accelerate, while 45662 fixes experts being overwritten by rank-0 broadcast in the FSDP2 path.", - "confidence": 0.96, + "summary": "These are both expert-parallel loading-related PRs, but they fix different concrete bugs: one targets config serialization and a has_ep helper for Accelerate/ZeRO-3 loading, while the other prevents expert tensors from being overwritten during FSDP2/distributed loading. Not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs do not fix the same concrete bug or merge cleanly into one change; they target separate EP loading paths.", + "canonical_pr_reason": "#45662 is the more concrete expert-parallel loading fix, centered on preserving loaded expert parameters during distributed post-processing. #45548 is a separate compatibility patch around config serialization and an EP detection helper.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the stronger standalone fix because it addresses a specific overwrite bug with concrete code-path changes across loading and MoE/tensor-parallel integration.", + "best_pr_reason": "#45662 is the best representative of the cluster because it addresses a specific runtime corruption bug in the loading path, with a clearly defined code-path and fix.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and code paths: 45548 is about EP + DeepSpeed ZeRO-3 loading/serialization, while 45662 is about FSDP2 expert parameters being overwritten by rank-0 broadcast. They are related subsystems, but not the same fix." + "reason": "Both concern EP loading, but they fix different problems and touch different mechanisms: #45548 adds config cleanup and a has_ep property for Accelerate/ZeRO-3 loading, while #45662 fixes distributed expert parameters being overwritten via post-shard/broadcast handling. Not the same underlying change." } ] }, @@ -17918,7 +18102,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 25, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17934,12 +18118,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "f54f0b25d69fb3fd22216bc3396fa52da2061bf93e4de4d44898fef5e3f9d99a", + "prepared_review_unit_hash": "c1c991545d92adab2602115e6794bf26917422e663ef07403f13d7b0d8b4cbce", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -17947,7 +18131,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -17956,81 +18140,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist/captured_info logging collision problem and share the same issue, with 45645 appearing to be the broader, more complete implementation.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45561 is the shared explicit target for both PRs, so it is the natural canonical issue for this cluster.", - "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the xdist-safe logging fix plus the CI/workflow changes needed to consume multiple captured_info files, making it the more complete end-to-end representative.", - "best_issue_reason": "45561 is the only explicit issue and is directly referenced by both PRs.", - "best_pr_reason": "45645 is the strongest representative PR since it includes the core xdist-safe artifact fix and the related CI log-preservation updates, whereas 45639 is the narrower variant.", + "summary": "Both PRs target the same xdist/captured_info collision problem; #45645 appears to subsume #45639 by adding the xdist-safe logging fix plus CI log collection updates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45645 is the more complete fix: it includes the xdist-safe captured_info handling and the downstream CI workflow changes needed to preserve and aggregate the logs.", + "best_issue_reason": null, + "best_pr_reason": "#45645 is the best representative because it covers the shared bug and the surrounding CI handling, while #45639 is a narrower subset of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both address the same underlying captured_info xdist collision bug on the same code path and could plausibly be merged into one fix; 45645 just adds workflow/log-handling follow-through." - } - ] - }, - "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": 25, - "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-45690-2", - "nodes": [ - "pull_request:45690", - "pull_request:45691" - ], - "soft_pairs": [ - "pull_request:45690|pull_request:45691" - ], - "prepared_review_unit_hash": "698759122a12d5a218f303d490edf15c7943e1db75dcd93ae3574623a04651f6", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4638, - "estimated_input_tokens": 1160, - "estimated_eval_tokens": 2576 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4638, - "estimated_input_tokens": 1160, - "estimated_eval_tokens": 2576 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These are not duplicates: PR 45690 is a broader `[serve] Support for reasoning` feature spanning multiple serving files and tests, while PR 45691 is a narrower `[serve] cb error` change focused on callback/generation-state error handling. The shared files are from the same subsystem, but the underlying fixes do not look mergeable into one PR.", - "confidence": 0.92, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45690 is the better canonical representative because it is the larger, more complete serving feature/change set, with a clear title and multi-file implementation plus tests.", - "best_issue_reason": null, - "best_pr_reason": "PR 45690 is the strongest standalone representative of the cluster; PR 45691 is a separate, narrower bug fix in the same area and is not a duplicate.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45690", - "right": "pull_request:45691", - "accept": false, - "reason": "Different underlying changes: 45690 adds reasoning support across serving code and tests, while 45691 addresses callback/generation-state error handling. Same subsystem and shared files are not enough to treat them as one PR." + "reason": "Same underlying xdist captured_info collision bug; #45645 extends the same code-path fix into workflow/log aggregation, so these could plausibly be merged as one change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index ce7f122baa1eb58a854f8169d33f0c39c12329be..2456a5ae5412f803369bad828e282560788132af 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260429t120025z", + "analysis_id": "hybrid-model-20260429t180023z", "archived_artifacts": { - "hybrid": "snapshots/20260429T120025Z/analysis-runs/hybrid-model-20260429t120025z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260429T120025Z/analysis-runs/hybrid-model-20260429t120025z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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"issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260429T180023Z/analysis-runs/hybrid-model-20260429t180023z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260429T180023Z/analysis-runs/hybrid-model-20260429t180023z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..ee72a1afd19be8aff3fda0fd12321c85e3585758 --- /dev/null +++ b/snapshots/20260429T180023Z/analysis-runs/hybrid-model-20260429t180023z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,18166 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260429T180023Z", + "generated_at": "2026-04-29T18:07:38Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "bcb9be742c1b65129046184bfc5f17388b62d222e450f95a680819a69a023c43", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not look like duplicates. Two are about model loading/error handling, but they target different scenarios; the third is unrelated tokenization behavior. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue #16618 is the broadest and most central of the set, with the most discussion around a general model-loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best anchor only by breadth and activity; it is still not clearly the same bug as the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch vs. model loading failure are different problem areas and do not indicate the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about a private model download/authentication error, while #16618 is a general 'can't load bert-base-uncased' report; same subsystem, but not the same concrete failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "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:41762|issue:43638", + "issue:43039|issue:44918", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44918|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:43866|issue:44863", + "issue:43039|issue:44560", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:39290|issue:43531", + "issue:43425|issue:45070", + "issue:45362|issue:45464", + "issue:43404|issue:43866", + "issue:43792|issue:45070", + "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": "983d91afd356fa80b76e00cb493d3751127a36c1d1b3d67c66fd0dcf08fb5d31", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "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 nearby subcluster is the DeepSpeed ZeRO-3/Bert index-error reports, but the available titles still don\u2019t prove a single shared root cause. I\u2019d keep one broad zero3/Bert index-error issue as the closest canonical anchor and reject the rest as non-duplicates.", + "confidence": 0.57, + "canonical_issue_reason": "issue:44805 is the broadest of the repeated ZeRO-3 index/mask failure reports, so it is the best umbrella candidate for that small subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44805 is the most general and reusable issue among the similar zero3/Bert index-error reports, making it the best representative if this subcluster is revisited.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated hardware/runtime problems on different backends (AMD GPU vs MPS int histogram)." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model path and error type: image preprocessor dtype mismatch vs AMD GPU runtime issue." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are model/runtime failures, but not the same bug or code path." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures; no shared concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different Qwen NVFP4 loading issue vs AMD GPU execution failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different subsystems and symptoms: ZeRO3 collective mismatch vs ONNX export error." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export issue vs FineGrainedFP8 failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export bug and auto device-map cuda assert are not the same code-path problem." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup, but they concern different removed references and likely different files." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error is unrelated to the GenerationMixin import breakage." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Related ZeRO-3/index-error family, but the reported failures differ enough to avoid merging confidently." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same general area, but one is an empty-tensor index error and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different issue classes: ZeRO-3 indexing failure vs GPT-OSS tensor-parallel bug." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different training stack problem; no clear shared bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping logic bug is unrelated to the ZeRO-3 index/mask error." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Bark voice preset issue is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but the failures and models are different." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": false, + "reason": "Very similar family, but the model/setup details differ and the titles do not identify the same exact bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different model/output bugs; no shared underlying change." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 execution failure is unrelated to the LoRA merge/save issue." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is a different training issue." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed symptoms and different model paths." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert index error and GPT-OSS TP failure are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing bug is unrelated to compute_loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different subsystems and failures." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and unrelated runtime errors." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config issue is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen-related failures, but not the same underlying bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/activation-checkpointing mismatch is unrelated to auto device mapping cuda asserts." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different precision/tracing failures; no same code path." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to MPS histogram support." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error paths." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error vs TRL SFT unpacking failure are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are zero3 loading/indexing issues, but the model and exact failure differ." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy issue is unrelated to TRL embedding unpacking." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they refer to different removed references and likely different edits." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Dtype mismatch and StopIteration in video handling are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to MPS integer histogram support." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT embedding issue is unrelated to the MPS histogram backend error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different models and different runtime failures." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to the CustomTrainer signature break." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call is unrelated to ZeRO-3 index/mask errors." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different stack layers and failure types." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 related, but the loading failures are not the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different documentation regressions touching different APIs." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3/vLLM config mismatch and Qwen3 auto-device-map assert are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint and checkpoint-loading implementation bug are not the same issue." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy call is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Model-load failure in tests vs corrupted checkpoint are different problems." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index-related, but the reported shapes and setup do not match the same bug." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3 sliding-window config issue is unrelated to Qwen3-MoE sliding_window handling." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version compatibility and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different surfaces and no evidence of the same root cause." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head bug is unrelated to checkpoint corruption." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime issue is unrelated to the pydantic model field breakage." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming failure and MPS histogram backend error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure is unrelated to the MPS backend limitation." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve dtype/precision behavior, but not the same concrete bug or code path." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import breakage is unrelated to Gemma3/vLLM config issues." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Different model/processor issue vs template compilation error." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are shape/index errors, but the model and failure mode differ." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "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:43883", + "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: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:43054|issue:43994", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:45632|issue:45698", + "issue:40990|issue:44960", + "issue:43716|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "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:41553|issue:43883", + "issue:43828|issue:44928", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "3ed520963970f2f98588f432d5845e236a8fc903b8735c745a6e103894b2683c", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37183, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set. I only see two clear duplicate groups: the non-persistent buffer corruption regression, and the local custom-module cache/path collision. The rest are only broad model-family or error-type similarities, not the same concrete bug.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43950 is the best anchor for the non-persistent-buffer regression: it states the concrete corruption behavior, the 5.x regression scope, and it sits between the shorter follow-up reports (43644, 44534).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest representative issue in this set overall because it most clearly names the root regression and matches the accepted duplicate chain around buffer corruption.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different model/loading problems; one is a PaddleOCR-VL vLLM load failure, the other is GGUF gpt-oss support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both mention config-field regressions, but the titles point to different symptoms and scopes; not enough to treat as the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Unrelated regressions: int4 OOM vs tied-weights handling." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both touch MoE models, but the concrete failures differ: torch dynamo grouped_mm tracing vs tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different code paths and symptoms: autocast dtype mismatch vs streaming chat/completions failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling is a different failure mode from the pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failures; gpt-oss GGUF 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 bug as the PretrainedConfig/pydantic field issue." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Both are load-time errors, but they involve different configs/models and distinct missing-key/attribute failures." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a comparative embedding-quality complaint and the other is a pipeline/AutoModel nonsense-output report; not clearly the same defect." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Different IndexError shapes and different contexts; not a duplicate bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "These are unrelated runtime failures; grouped_mm tracing is not the same as missing Float8 storage support." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same dynamic-module loading/cache collision causing the wrong custom module to be loaded after save/load." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and a GLM5 issue are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different bugs: image-preprocessor/model dtype mismatch vs SFT unpacking failure for Qwen3.5 embeddings." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they are different concrete issues and model families; too broad to merge." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization regression is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is a different code-path problem from tied-weights handling." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to translation-model tied-weights issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion and removed run-command docs are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8 Qwen3Moe failure and flash-attn fallback gating are different issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same bug as tied-weights handling." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5 embedding unpacking in TRL." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache-strategy docs and a removed run-command docs issue are different documentation nits." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failures; not the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression and NVFP4 runtime error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: non-persistent buffers are being corrupted/fill with junk in v5." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying non-persistent-buffer corruption regression; 43950 is just the more explicit report." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model/runtime failures." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 doc example errors are not the same as the separate SigLIP2 embedding-quality complaint." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and missing all_tied_weights_keys are different issues." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF gradient explosion from 3D position_ids are different bugs." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted checkpoint and generic loading noise are not the same defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate groups are well supported by the titles: the non-persistent-buffer regression around 43950/43644/44534, and the custom-module cache/path collision around 45632/45698. The rejected soft-edge pairs are mostly justified by concrete symptom/model differences rather than vague similarity. No obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "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:43881", + "issue:43054|issue:45701", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:45020|issue:45356", + "issue:44661|issue:45020", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43827|issue:44509", + "issue:45081|issue:45399", + "issue:43792|issue:44220", + "issue:43404|issue:43950", + "issue:43257|issue:43866", + "issue:43742|issue:45399", + "issue:41553|issue:44991", + "issue:42915|issue:45020", + "issue:43742|issue:45020", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:41553|issue:44488", + "issue:43854|issue:44863", + "issue:42915|issue:43872" + ], + "prepared_review_unit_hash": "90ca327ed1faedac4e7c9c75d789da3d2326ffc75f0c2f0f5ba8b887cdd2a1fb", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37865, + "estimated_input_tokens": 9467, + "estimated_eval_tokens": 19190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct model-loading, tokenizer, or docs regressions rather than duplicates. The only plausible duplicate pair is the Qwen3/Qwen3.5 DeepSpeed ZeRO-3 weight-loading failure; the rest should stay separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43940 is the best canonical issue because it is the clearest, earliest report of the Qwen3 ZeRO-3 missing-weights failure, which also appears in issue:45313.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43940 is the strongest representative of the only real duplicate cluster and names the concrete failure mode more clearly than the follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Training API signature error vs DeepSpeed load-time IndexError; different code paths and symptoms." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral AutoTokenizer error-message problem vs GLM-4V loading failure; unrelated models and bugs." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression vs generic tokenization changes; not the same underlying bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility vs missing Float8 storage type; different dependency breakages." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "siglip2 zero-probability output issue vs worse SigLIP2 text embeddings; similar model family but different failure modes." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "PEFT LoRA gradient-checkpointing ineffective vs int4 quantization OOM; different mechanisms and fixes." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Embedding-quality discrepancy vs HF/JAX implementation mismatch; both SigLIP2-related but not the same concrete bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "GLM-4V loading failure vs Molmo missing all_tied_weights_keys; different model implementations." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs inability to load a specific model; not the same defect." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization bug in DeepSeek Coder vs flash_attn import KeyError on Python 3.13; unrelated subsystems." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code vs broad remote_code breakage; related area, but not one concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer/detokenization regression vs AMD GPU incompatibility for GPT-OSS; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic transformer loading noise vs specific failure to load cjvt/sleng-bert; same theme, different bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Checkpointing issue in LoRA training vs Qwen3 MoE memory inefficiency; different performance bugs." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs GLM5 issue; different models and loaders." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility change across versions vs warning about tie_word_embeddings; not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load IndexError vs Qwen3 MoE FineGrainedFP8Config failure; both distributed-training related but different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer detokenization regression vs model loading failure for ScandiBERT; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code regressions vs Kimi-K2.5 tokenizer codec/fix_mistral_regex regression; separate tokenizer bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like mapping bug vs remote_code breakage; different functionality." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import/export issue vs bitsandbytes constructor incompatibility; unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for a specific model vs flash-attn fallback logic blocked by checks; different problems." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline-task references and likely the same documentation cleanup only broadly." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex crash vs flash-attn fallback gating; different subsystems and fixes." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure vs a specific fbank extraction issue; could be related, but not enough to call the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying bug in Mistral3 vs non-persistent buffer corruption on from_pretrained; distinct state-loading issues." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs Ovis2 checkpoint corruption; different models and failure modes." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error vs flash-attn fallback blockage; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "AutoTokenizer Voxtral error messaging vs tokenizer load failure for EMBEDDIA/est-roberta; different models and failures." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 training failure vs broad remote_code regressions; not the same concrete code path." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM loading key error vs remote_code compatibility regressions; unrelated." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both report the same ZeRO-3 missing-weights load failure in the Qwen3 family, just on different variants (Qwen3-Next vs Qwen3.5)." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "bitsandbytes Int8Params compatibility issue vs init_empty_weights/_is_hf_initialized TypeError; different constructor/API breaks." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral vs inability to load a specific BERT model; different reports." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure vs NemotronH checkpoint loading failure; different models." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 training issue vs bitsandbytes Int8Params signature incompatibility; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The canonical choice for issue:43940 is supported by the titles and creation dates, and the only accepted duplicate pair (43940/45313) looks like the same ZeRO-3 missing-weights bug across Qwen3 variants. The other soft-edge rejections are appropriately cautious given the limited evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44530", + "issue:44534", + "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:45325", + "issue:45538", + "issue:45584", + "issue:45588", + "issue:45685" + ], + "soft_pairs": [ + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:36010|issue:42915", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "5d046ebe4b5b48f39ab5f7a5edb173b58276503d66005f44c1c8b30b4b826349", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37221, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformers issues with only a few true duplicate pairs. The strongest matches are the non-persistent buffer regression, the SigLIP2 bad-output report, and the custom-model-initialization regression; the rest are same-subsystem or same-model-family reports but not the same concrete bug.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43644 is the clearest representative of a real duplicate family: it states the non-persistent buffer regression directly, and it has an essentially identical companion in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best issue to anchor the cluster because it is specific, broadly worded, and maps cleanly to an exact duplicate-style report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both involve Qwen/attention/video-style failures, but they describe different code paths and different symptoms; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed/Qwen3, but one is weight conversion and the other is gradient averaging; separate issues." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg and tensor mask shape mismatch are unrelated failures." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The error text is similar, but there is no evidence these are the same underlying shape-mismatch bug." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Bitsandbytes parameter construction and CLIPTokenizer max length are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both concern video inputs, but the models and failure modes differ; not enough to treat as one bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 cache/attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi MoE autocast dtype mismatch are different problems." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-related, but one is batched inference leakage and the other is empty-transcription handling." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "These are different model-support/regression reports with no shared concrete code path." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both mention attention/SDPA, but the model paths and root causes are different." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration and MPS histogram integer failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both report the same Transformers 5.0 custom model initialization regression; the Jupyter detail is just context." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope scaling are separate regressions." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing import for Qwen2.5-VL and meta-device loading failures are different issues." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure and meta-device loading breakage are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and missing Float8 storage are unrelated compatibility issues." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen video/embedding workflows, but one is a video StopIteration bug and the other is TRL input-embedding unpacking." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model and same bad-output symptom family; these look like duplicate reports of the same regression." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer corruption are different regressions." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and mask/tensor shape mismatch are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config loading for granite_speech and glm4v config validation are separate config issues." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Bert zero3 index error and TOKENIZER_MAPPING_NAMES failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both are loading/initialization errors, but they affect different subsystems and code paths." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized model offload failure and mmap OOM on Strix Halo are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same non-persistent buffer regression, phrased almost identically." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "The docs-example issues mention SigLIP2, but one is output correctness and the other is documentation/model-processor mismatch with extra quantization problems." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3-MoE compatibility across versions and BitNet packed-weight loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge verdicts stay conservative. The accepted duplicate pairs are well supported by the issue titles and descriptions, especially 43644/44534. 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": 14, + "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-15354-380", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:43856|issue:43873", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:45362|issue:45406", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:44661|issue:44683", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:43335|issue:45663", + "issue:43873|issue:44387", + "issue:43425|issue:43957", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44743|issue:44960" + ], + "prepared_review_unit_hash": "f761079c61ccee9c6750281613b329ea075d6005d02038ef8c76da33e9559efc", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37851, + "estimated_input_tokens": 9463, + "estimated_eval_tokens": 19182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated Transformers bugs and regressions. The soft pairs mostly share broad model-family or subsystem keywords, but they do not describe the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "No true canonical duplicate stands out; issue 43873 is the broadest open item with inbound references, but it is still just one specific quantization/offloading bug rather than the center of a real duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most generally framed and still-active issue in the set, so it is the best practical anchor if one must pick one, but the cluster is too heterogeneous to treat it as a genuine duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 failures: ZeRO-3 weight loading for language_model vs incorrect visual-encoder keys in save_pretrained." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related, but one is a GLM5 issue and the other is a Qwen3.5 flash-attention generation bug; different code paths and symptoms." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load regressions, but they involve different BERT models and no shared concrete bug is shown." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different loading failures: GLM-4.7-Flash unit-test loading vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Unrelated bugs: checkpoint resume/max_steps calculation vs SGD optimizer arguments being ignored." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different problems on different model families: Qwen3-MoE LoRA compatibility vs Gemma4 resize_token_embeddings not updating outputs." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both touch Qwen3/Qwen3-MoE, but one is device-mapping cudaErrorAssert and the other is FineGrainedFP8Config failure; not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention Qwen3 MoE and quantization/offloading, but one is inefficient training memory and the other is offloading behavior with quantization." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading issues in different systems: Qwen3 MoE accelerate+deepspeed conversion vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a broken documentation example and the other is nonsensical AutoModel/pipeline inference results." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/load regressions, but they affect different models and no shared root cause is established." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: Qwen3-MoE FP8 loading failure vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failure modes: LoRA compatibility across versions vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different crashes in different components: Qwen3.5 chat generation vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is junk non-persistent buffers and the other is custom-model initialization in Jupyter notebooks." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both concern memory/quantization, but one is Qwen3 MoE training inefficiency and the other is increased CUDA reserved memory under int4 leading to OOM." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Completely different bugs: tokenizer mapping logic vs compiled flex_attention on newer torch." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but one is a 3D position_ids packing bug and the other is an AttributeError on s_aux=None." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "One is a Qwen3-MoE LoRA/version-compatibility problem; the other is a generic resize_token_embeddings output_embeddings issue." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar API name, but different models and different affected components: Gemma4 embed_tokens_per_layer/output_embeddings vs t5gemma decoder.embed_tokens." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying bugs, but they affect different model classes and are not clearly the same underlying defect." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "An import-path regression for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different serialization/loading problems: extra_state handling vs init_empty_weights getting an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "A tokenizer vocab-size inconsistency is not the same as a separate model-loading failure for a different checkpoint." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping on A800 and AudioFlamingo3 batched embedding/token leak are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different problems in different model families: SigLIP2 doc/inference issues vs GLM5/Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Both concern sparse/MoE-style internals, but one is SwitchTransformersConfig layer creation and the other is Gemma-4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Related to quantization and memory, but one is offloading behavior and the other is increased reserved memory causing OOM." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch-version incompatibility is too broad; the second issue is specifically about meta-device loading breaking some models on Transformers 5." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is an int4 quantization reserved-memory regression and the other is mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen3.5-related problems: model loading in tests vs incorrect checkpoint saving with save_pretrained." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Init-empty-weights loading error and mmap OOM are unrelated failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization issues, but they involve different model families and different quantization formats/failure modes." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "A recurrent-state reset bug in modular_qwen3_5.py is unrelated to GLM5/Qwen3.5 flash-attention generation." + } + ] + }, + "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": 14, + "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-15354-380", + "nodes": [ + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45084", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701" + ], + "soft_pairs": [ + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:44479|issue:44877", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:44589|issue:44756", + "issue:44479|issue:45663", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:43611|issue:43645", + "issue:43901|issue:44509", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:39404|issue:44912", + "issue:43299|issue:43931", + "issue:44863|issue:45663", + "issue:43257|issue:45663", + "issue:44479|issue:44805", + "issue:44265|issue:44898", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:43425|issue:44918", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "2e70d7ae42e4972ab2acedc27ddd9c76faa532c17c0d5c35eb6749676cc19eaa", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38479, + "estimated_input_tokens": 9620, + "estimated_eval_tokens": 19496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly separate regressions despite superficial overlap around Transformers v5, loading, or model-init behavior. The only strong duplicate family is the resize_token_embeddings/output_embeddings reports, where a generic issue can cover the model-specific variants.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45292 is the broadest and most direct statement of the shared bug: resize_token_embeddings not propagating to output embeddings. It can serve as the umbrella for the Gemma4 and T5Gemma-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 best represents the duplicate set because it states the core failure without narrowing to one architecture.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Different save/load problems: one is read-only permissions during save_pretrained, the other loads the wrong custom module after save_pretrained." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug family: resize_token_embeddings fails to update output embeddings; 45276 is a Gemma4-specific variant." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about PEFT/LoRA ineffectiveness and the other about eval-mode restrictions; different code paths." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: meta-device model loading vs disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3.5 RLHF NaN explosions from 3D position_ids and SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is a different bug from Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different failures: flash_attention s_aux=None crash versus Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Separate regressions: video input handling for Qwen VL models vs strict config blocking granite_speech loading." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same core resize_token_embeddings propagation bug, expressed generically in 45292 and specifically for t5gemma.decoder.embed_tokens in 45335." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/loading failures affecting different models and symptoms." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom model initialization is not the same as extra_state save/load handling." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different issues: autocast dtype mismatch for Phi-tiny-MoE versus meta-device loading failures." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is too broad and unrelated to a specific autocast dtype mismatch bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to tokenizer behavior changing by transformers version." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to mmap/OOM mitigation." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Video regression in Qwen VL models does not match the Gemma4 FSDP2 KeyError." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading failures, but one is Qwen3-VL shape mismatch and the other is NemotronH checkpoint incompatibility." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve custom models in v5, but one is about base_model_prefix loading and the other about notebook initialization." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs complaints, but they cover different docs and different removed/changed APIs." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to the non-template-node compilation TypeError." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and Mistral-3 dtype mismatch are separate problems." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language is unrelated to MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but the symptoms differ enough to indicate separate bugs." + }, + { + "left": "issue:44863", + "right": "issue:45663", + "accept": false, + "reason": "NemotronH checkpoint loading and Gemma4 FSDP2 shared_kv_states are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45663", + "accept": false, + "reason": "Qwen3 MoE conversion/loading is a different code path from Gemma4 FSDP2 attention state rebuilding." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and a mask shape IndexError are not the same underlying bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver interpolation-position-encoding failure." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 pipeline nonsense outputs and ModelOutput key assignment are different issues." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is not the same as Strix Halo mmap OOM handling." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language and CamemBERT masked LM predictions are unrelated model-specific regressions." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 compatibility and Qwen3.5 SFT embedding unpacking are separate bugs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel indexing failure is unrelated to compiled flex_attention on torch >= 2.9." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the only accepted duplicate family\u2014resize_token_embeddings not propagating to output/output-related embeddings\u2014looks supported by the issue titles. The other soft-edge verdicts are conservative and the justifications avoid overclaiming, so I accept." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:42947", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:43957", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45685" + ], + "soft_pairs": [ + "issue:40990|issue:42947", + "issue:44589|issue:45084", + "issue:36032|issue:43452", + "issue:43425|issue:45685", + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:43883|issue:44488", + "issue:43957|issue:44164", + "issue:43582|issue:43632", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:40990|issue:43421", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:43883|issue:44991", + "issue:44811|issue:45584", + "issue:34567|issue:40444", + "issue:43716|issue:45084", + "issue:42947|issue:44756", + "issue:43644|issue:43646", + "issue:43643|issue:44530", + "issue:43452|issue:43482", + "issue:44451|issue:44987", + "issue:36032|issue:42915", + "issue:43317|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:45084|issue:45507" + ], + "prepared_review_unit_hash": "4076e73bf023e7ecb1d1a5fa9729112f86b2aed86ad7ddb6671e913a753e17b5", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38207, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers issues. The only clearly duplicate-like subcluster is the tied `lm_head` / serialization regression around Mistral3, where one report is specific and the other is broader.", + "confidence": 0.74, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster, but 44466 is the broadest representative of the only plausible duplicate subcluster (tied `lm_head.weight` / serialization behavior).", + "canonical_pr_reason": null, + "best_issue_reason": "44466 is the best issue representative because it describes the broader regression and can subsume the more specific tied-weight report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Different problems: perplexity/regression on one model vs gradient-checkpointing behavior with PEFT LoRA." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: float8 storage lookup vs template compilation error." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve loading, but the tokenizer-method conflict and GGUF loading break are different code paths." + }, + { + "left": "issue:43425", + "right": "issue:45685", + "accept": false, + "reason": "Different platforms and errors: torch version incompatibility vs an MPS histogram kernel limitation." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Unrelated: Trainer broadcast TypeError vs Whisper pipeline return_language regression." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer-load failures, but model-specific causes and fixes appear different." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different failure modes; no shared concrete bug is evident." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "One is meta-device loading, the other is save/from_pretrained extra_state handling." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different regressions: Apple Silicon allocator warmup vs `_is_hf_initialized` flag behavior." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/load extra_state handling is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading issues; no evidence they share the same underlying tokenizer bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity issue vs runtime post-processor update behavior; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but for different models and likely different root causes." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio area, but the reported breakages are not the same concrete issue." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/load failures on unrelated models." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both Whisper-related, but batch_decode skip_special_tokens and empty-transcription generation are distinct behaviors." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting vs multimodal IterableDataset failures are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems: image preprocessor dtype mismatch vs template compilation error." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "LoRA/gradient checkpointing and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 init regressions, but one is about junk buffers and the other about custom model initialization." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Different areas: AutoConfig trust_remote_code fields vs PagedAttentionCache group-type error." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a broad from_pretrained bug and the other is a model-specific failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Separate model-loading failures with no shared code-path evidence." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict vs FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading paths: device_map/offload vs GGUF model loading." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to template-node compilation." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both Qwen-family/MoE-ish, but the FP8 config failure and PagedAttentionCache group-type crash are different bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen3.5/VL bugs: hidden-state output handling vs RoPE temporal indexing." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": true, + "reason": "Both point to the same tied-weights regression around `lm_head.weight`: one says Mistral3ForConditionalGeneration leaves it untied, the other reports device-dependent serialization of the same weight." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer-load method conflict vs custom model initialization in notebooks are different regressions." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures on different models, but there is no concrete shared bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate default vs MIMI encoder padding-mask/batched-output mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer junk are different symptoms, not the same concrete bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The tied `lm_head.weight` / serialization pair (43404, 44466) is a plausible duplicate-like subcluster, and the other pairwise rejections are supported by the issue titles. No clear 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": 14, + "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-15354-380", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43742", + "issue:43818", + "issue:43819", + "issue:43856", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:43994|issue:44610", + "issue:43645|issue:44534", + "issue:41553|issue:43582", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:45216|issue:45357", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:42915|issue:45084", + "issue:44987|issue:45081", + "issue:44479|issue:45325", + "issue:44062|issue:44987", + "issue:43296|issue:43531", + "issue:42915|issue:44291", + "issue:43611|issue:44534", + "issue:43317|issue:43856", + "issue:36032|issue:43742", + "issue:40444|issue:45325", + "issue:40990|issue:44811", + "issue:44079|issue:45663", + "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:43632|issue:44534", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "3979c6e46cce1fec9b47a9818c76e911ba5bcb1ef0bc4d4f8d9c5f85edea646a", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36770, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model-loading, tokenizer, multimodal, and backend issues. Only one soft pair looks like a likely duplicate/same fix candidate; the rest are too model- or subsystem-specific to merge safely.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43611 is the broadest, most central v5 loading regression here, and is the best umbrella representative for the cluster\u2019s repeated model-load breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to anchor triage because it is general, high-signal, and closer to the shared theme than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms: Siglip2/pipeline output quality vs OmDet processor image-size mismatch." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization bug vs non-persistent buffer junk; not the same code path." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer-loading error message issue vs Apple Silicon warmup TypeError; unrelated." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava-Next load crash vs Qwen3OmniMoe video-processing ValueError; different models and failures." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs Mistral tokenizer regex patch crash; no shared underlying bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained serialization regression, with incorrect checkpoint/visual-encoder key handling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching bug vs DAC STE mismatch; different components and failure modes." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT model loading failure vs Mistral tokenizer regex patch crash; unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug vs torch>=2.9 compiled flex_attention failure; different stacks." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure vs OmDet input-size mismatch; not the same issue." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Missing lm_head weight tying vs LoRA merge collapse with extended vocab; distinct bugs." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression vs mmap OOM workaround on Strix Halo; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 config failure vs template-node compilation error; no common underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Physical-intelligence/fast loading failure vs Mistral tokenizer backend_attribute crash; different failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL/video-position logic, but one is a broad video-input regression and the other is a still-image rope-index bug; not clearly the same concrete defect." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken argument error vs model loading failure; unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM vs Qwen3-MoE sliding_window behavior; different model paths." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure vs init_empty_weights/_is_hf_initialized constructor issue; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading regression vs non-persistent buffer initialization junk; different bugs." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload/load failure vs Qwen3 MoE training memory usage; not the same defect." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict vs MobileLLM-125M key error; unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image training failure vs rope-index scaling for still images; different symptoms and code paths." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity issue on gpt-oss-20b vs Whisper batch_decode skip_special_tokens handling; unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states issue; different subsystems." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Backend packaging/install issue vs tensorboard-without-TF runtime error; related theme, but not the same underlying bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor sync issue vs model-specific add_special_tokens BOS/EOS regression; too different." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs granite_speech strict-config load failure; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure vs Float8 storage lookup error; different problems." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized regression vs non-persistent buffer junk; not the same issue." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing problem vs Qwen3.5 save_pretrained key serialization bug; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted soft pair (issue:45216 / issue:45357) is plausibly the same save_pretrained regression, and the rest of the rejections do not overclaim duplication. The chosen anchor issue:43611 is a reasonable broad representative for the load-regression cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43425", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43828", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538" + ], + "soft_pairs": [ + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44683|issue:45020", + "issue:44829|issue:45479", + "issue:33666|issue:40444", + "issue:43482|issue:45538", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:44079|issue:44534", + "issue:43377|issue:45491", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:43749|issue:44079", + "issue:44291|issue:44589", + "issue:43881|issue:44488", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:41720|issue:45081", + "issue:43611|issue:43646", + "issue:43531|issue:44291", + "issue:43994|issue:44898", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:44387|issue:44617", + "issue:42915|issue:43482", + "issue:43526|issue:43883", + "issue:43828|issue:44683", + "issue:43525|issue:44589", + "issue:43792|issue:43957" + ], + "prepared_review_unit_hash": "c02fb4469075169de6b190374cfa975df7ea85a17e05c5eb6f75d80770fec19f", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37339, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly separate model- or feature-specific regressions rather than true duplicates. The only clear duplicate-style soft edge is the Qwen2.5-VL position-id/rope-index pair; the rest are too broad or too different to merge safely.", + "confidence": 0.7, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report here: recent Transformers versions breaking models using `remote_code`. It best represents the shared v5-regression theme across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest global representative because it captures the widest cross-model compatibility regression among these issues, whereas most others are narrower symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated failures: T5 tokenizer init error vs Qwen3 auto device-mapping CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "One is a Torch compatibility complaint; the other is a logging/noise issue when loading models." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different bug classes: compiled flex_attention on torch>=2.9 vs remote_code loading regressions." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training bugs: flash-attention-3 degenerate training vs single-label zero-loss classification behavior." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL-ish training issues, but one is multi-GPU training and the other is iterable-dataset/multi-image handling." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same bug as tokenizer loading failing for a specific model." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup errors are different failure modes." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer serialization are separate internals bugs." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding, but the MIMI padding-mask issue and Gemma3 sliding-window NaNs are distinct model-path failures." + }, + { + "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 iterable dataset failures." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share the same code-path bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and Float8 storage lookup are separate Transformer v5 regressions." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model loading failures for different models; no shared underlying bug is evident." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk values and ModelOutput key handling are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL reports, but one is dataset/multi-image training and the other is video position-id handling." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both report Qwen2.5-VL position-id/rope-index regressions in transformers 5.3.0 and likely share the same visual temporal position code path." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different issue from dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are unrelated regression classes." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 init/load regressions, but one is about `base_model_prefix` loading and the other about custom model initialization; not enough evidence of the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights argument handling are different problems." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model inference bugs: SigLIP2 pipeline outputs vs Perceiver interpolation/resolution failure." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package/backend dependency issue is unrelated to PaddleOCR-VL loading in vLLM." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both touch tied lm_head weights, but one is failure to tie weights causing bad generation and the other is inconsistent serialization by device; not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "CUDA memory growth under int4 quantization is not the same as a specific Sam3Video OOM report." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to compiled flex_attention breakage on newer torch." + }, + { + "left": "issue:43525", + "right": "issue:44589", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to the Float8 storage object error." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper model runtime failure and meta-device loading regressions are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted soft edge (issue:45325 vs issue:45381) is plausibly the same Qwen2.5-VL position-id/rope-index regression, and the remaining pairwise rejections are cautious rather than overstated. The chosen representative issue:45020 is also supported by the packet as the broadest cross-model remote_code regression." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44423", + "issue:44466", + "issue:44534", + "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" + ], + "soft_pairs": [ + "issue:43701|issue:45325", + "issue:43881|issue:44991", + "issue:43262|issue:43746", + "issue:43317|issue:43873", + "issue:43632|issue:45563", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:44186|issue:44265", + "issue:44610|issue:45325", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43377|issue:44898", + "issue:43454|issue:45072", + "issue:43749|issue:44534", + "issue:39692|issue:40444", + "issue:44466|issue:45357", + "issue:43792|issue:44683", + "issue:43454|issue:43720", + "issue:43296|issue:44991", + "issue:43296|issue:44877", + "issue:41720|issue:43322", + "issue:45632|issue:45684", + "issue:43526|issue:43881", + "issue:43404|issue:45357", + "issue:41720|issue:44977", + "issue:44423|issue:45406", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "0b75973bddd05926c3ff13f36fd7aeb520b2744466ded8df31128d4937bdc069", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37393, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it mixes unrelated model-specific regressions, tokenizer/processor bugs, offloading/loading failures, and a few serialization/config issues. There are no PRs in the cluster. The best anchor issue is the FSDP CPU RAM efficient loading report because it has the most discussion/inbound references and sits closest to the broader loader/offload failures, but the overall duplicate density is low.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 43749 is the strongest anchor: it has the most activity/inbound references and describes a core loading-path regression that is nearer to several offloading/memory-related reports than the model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the most representative operational regression in this set; it is broad enough to serve as a cluster anchor, even though most other items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Both are generation/runtime regressions, but one is a checkpoint key mismatch and the other is a rope-index scaling bug in Qwen2.5-VL; different code paths." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: one is a model loading failure for glm-4v-9b, the other is a tokenizer loading regression for a specific RoBERTa model." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but the titles point to different failures and not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "Transformers v5 initialization flag breakage is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different functionality and symptoms: perplexity on WikiText-2 vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are separate issues." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "One is an unexpected _is_hf_initialized argument in init_empty_weights; the other is strict config loading for granite_speech." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to export-time torch_compilable_check failures." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal-model issues, but one is a processor image-size mismatch and the other is a temporal position-id scaling bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeddings/cache and Qwen3 auto device-map cuda asserts are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch for Bark and DAC.from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying/serialization for AyaVision is unrelated to Bamba-9B-v2 torch.compile SDPA failure." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask divergence and OmDet processor image resolution mismatch are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batched-vs-single MIMI outputs do not match a Perceiver interpolation bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "A weight-tying bug is not the same as dtype mismatches in inference wrappers." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in v5 are both loader-related but not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save_pretrained serialization, but one concerns lm_head.weight tying/serialization and the other visual encoder key names; different fixes." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and compiled flex_attention failures on torch>=2.9 are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are distinct loading/serialization bugs." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and tokenizer loading regression for est-roberta are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map cudaErrorAssert and Llava Next segmentation fault are different model-loading crashes." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision, the other is read-only permission propagation during save_pretrained; different filesystem bugs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b model loading failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is not the same bug as incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-mapping crash and flash-attention generation failure are distinct Qwen3.5 problems." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash with a string-to-device error is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on a language model is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "NER/padding tokenizer crashes and dtype mismatches in bfloat16 inference are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantized offloading problems and the Strix Halo mmap/OOM request are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43450", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44479", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45701" + ], + "soft_pairs": [ + "issue:43577|issue:43708", + "issue:42617|issue:42915", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:44479|issue:44918", + "issue:44610|issue:44898", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:44186|issue:44610", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44292|issue:44479", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43540|issue:43782", + "issue:41720|issue:43873", + "issue:36010|issue:42617", + "issue:45406|issue:45464", + "issue:36331|issue:41720", + "issue:43421|issue:45701", + "issue:33357|issue:35707", + "issue:44492|issue:44509", + "issue:44514|issue:44545", + "issue:30064|issue:34634", + "issue:41720|issue:43746", + "issue:43606|issue:43720" + ], + "prepared_review_unit_hash": "c48353bc824f4ef298c15d072acfce77eb662ea3805b4ed48bf307b658b01525", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37733, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly unrelated issues with one clear duplicate pair: the two Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False reports. All other soft pairs look like broad thematic similarity at best, not the same bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44545 is the best canonical issue: it is the same bug as issue:44514, but has more inbound references/discussion and the same concrete failure mode (batched Qwen2_5_VLProcessor.apply_chat_template with padding=False).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest representative of the only true duplicate in this cluster, with the clearest description of the concrete crash path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different problems: dtype propagation in Blip2 loading vs Trainer checkpoint resume step \u0917\u0923culation." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Both are model/runtime failures, but one is 3D parallel script startup and the other is Qwen3MoE FP8 loading." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both concern config/tokenizer loading regressions, but they involve different models and different failure paths." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching bug vs version-dependent tokenization changes; not the same underlying defect." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen multimodal workflows, but one is a video-input regression and the other is SFT/input-embeds packing." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image size handling, but they affect different models and different components (processor output vs model interpolation handling)." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Unrelated failures: torch.compile+SDPA on Bamba vs accelerate loading of packed BitNet weights." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature change vs Qwen3MoE FP8 loading; no shared code path." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected trainer keyword argument vs 3d_parallel runtime failure; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs image resolution mismatch in OmDet-Turbo; different subsystems." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API consistency issues, but they concern different config fields and models." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Masked LM prediction regression vs Qwen3.5 recurrent cache-state bug; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both mention loading/quantization, but one is FP8 config failure and the other is dequantized model offload loading." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both are version regressions, but one is processor/tokenizer API breakage and the other is tokenization differences." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and different device/offload failures; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs a separate 3d_parallel execution issue." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve model parallelism, but one is a device-map crash and the other is TP not working for GPT-OSS MoE." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs missing pad_token_idx in StableLmConfig; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Different model families and different failures: NVFP4 execution vs video-input regression." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering tuple-label bug vs SAM3 text/bounding-box behavior; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Two tokenizer bugs, but on different tokenizers and different crash mechanisms." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FP8 loading vs Llava Next segmentation fault; no shared underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is from_pretrained weight_only loading." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Both relate to offloading/quantization, but the concrete failures are different and not mergeable as one fix." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import regression vs 3d_parallel script failure; unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different APIs and models: Gemma4Processor _tokenizer attribute crash vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer loss-signature incompatibility vs Qwen3 auto device map CUDA assert; unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime post-processor update bug vs general version-dependent tokenization changes; too broad to be same bug." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in CLIP model loading vs progressive generation with inputs_embeds/past_key_values; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs/code vs documentation for removed pipeline tasks; not the same issue." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same bug report: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor void segmentation maps vs BarkProcessor voice_preset; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device map CUDA assert vs GraniteSpeech PEFT/local checkpoint loading; different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU-offload device mismatch in Bark-small vs packed-weight unpacking in BitNet; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: only issue:44514/issue:44545 is a clearly supported duplicate pair, and the canonical choice of issue:44545 is consistent with its slightly higher discussion/inbound reference count and the same failure mode. The other soft-edge rejections are conservative and do not overclaim mergeability or sameness based on the titles/body summaries provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43606", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:43550|issue:43653", + "issue:44625|issue:45479", + "issue:44368|issue:45357", + "issue:43421|issue:43927", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:42886|issue:44843", + "issue:34634|issue:41720", + "issue:44062|issue:44451", + "issue:43782|issue:45381", + "issue:44451|issue:44991", + "issue:43421|issue:43653", + "issue:44898|issue:45072", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:43994|issue:44671", + "issue:44918|issue:44936", + "issue:43531|issue:44589", + "issue:43421|issue:44186", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:45081|issue:45356", + "issue:43525|issue:43531", + "issue:43596|issue:44220", + "issue:43618|issue:43697", + "issue:43746|issue:45381", + "issue:45183|issue:45479", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:44220|issue:44661" + ], + "prepared_review_unit_hash": "bff0e04eb6149b4023c5ecd6f58b071e26ee5ad3bdb423aaebad7e97ff712da4", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37250, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct bugs across different models/subsystems. The only strong thematic overlap is around tokenizer/offline-regression reports, but the candidate pairs still look like separate code paths or model-specific failures, so I would not merge them as duplicates.", + "confidence": 0.59, + "canonical_issue_reason": "Issue 44843 is the most concrete, self-contained bug report in the set: it names the exact failing path (`AutoTokenizer.from_pretrained` / `_patch_mistral_regex`) and the offline-mode regression clearly.", + "canonical_pr_reason": null, + "best_issue_reason": "Best representative of the cluster because it has a precise root cause, clear repro surface, and broader triage value for tokenizer-loading regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: torch.compile+SDPA model failure vs tokenizer special-token registration/decoding." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve classification config fields, but one is Qwen3.5 text-config propagation and the other is a general zero-loss bug for num_labels=1." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated failures: tie_word_embeddings warning during LoRA fine-tuning vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Related theme, but different underlying problems: runtime post-processor update vs save/load loss of custom token IDs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch with CPU offload is unrelated to BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token accounting bug vs progressive generation with inputs_embeds/past_key_values are separate code paths." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention HF_HUB_OFFLINE and tokenizer loading, but 44843 is specifically the Mistral regex patch path while 42886 is broader and not clearly the same bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor error is not the same as a generic ScandiBERT loading failure." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL video vision_position_ids mismatch are different issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; no shared concrete code path is evident." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern token/special-token behavior, but one is post-processor refresh and the other is mask-token registration/decoding." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default resolution failure is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatch." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading physical-intelligence/fast under newer transformers is unrelated to PIL backend processors requiring torchvision." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 pipeline nonsense and CamemBERT MLM predictions are different model-specific regressions." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking issue is not the same as evaluate-after-train trainer lifecycle failure." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer bugs." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is not the same as ZeRO-3 gradient growth." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are doc/processor-model mismatch flavored, but they concern different models and failure modes." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Mistral regex AttributeError and Kimi-K2.5 codec handling regression are distinct tokenizer bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed zero3/BertModel index error is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 differing outputs are different model regressions." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "PEFT/local checkpoint loading for GraniteSpeech is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging is not the same as the single-label zero-loss bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example issues and quantization offloading behavior are different failures." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with adapters and quantization/offloading issues are separate." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue and add-new-model-like failure in TOKENIZER_MAPPING_NAMES 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": 14, + "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-15354-380", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45685" + ], + "soft_pairs": [ + "issue:43540|issue:44008", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:30064|issue:36010", + "issue:44062|issue:44488", + "issue:44843|issue:45081", + "issue:43421|issue:44811", + "issue:43322|issue:45685", + "issue:44186|issue:44898", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:43531|issue:43643", + "issue:43643|issue:44877", + "issue:43550|issue:43927", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43644|issue:43749", + "issue:43782|issue:44977", + "issue:43825|issue:43994", + "issue:43653|issue:43819", + "issue:44561|issue:45020", + "issue:43577|issue:43582", + "issue:43825|issue:43827", + "issue:43550|issue:43819", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:41720|issue:44991", + "issue:44485|issue:44509" + ], + "prepared_review_unit_hash": "709b3f65a91c62cd7f378cc62aec5b45734ceeb505d802c6e5c0e104625a44f3", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36824, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs span unrelated model-, tokenizer-, config-, and runtime-specific bugs. I would not merge any of the suggested soft edges; the closest thematic overlap is the recent-version remote_code regression group, but even that looks broader than a single duplicate bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella here (recent transformers versions breaking remote_code models) and is the most plausible representative of the shared v5/remote_code regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 best captures the widest recurring theme in the set; the rest are narrower, model-specific failures or documentation issues rather than one duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and failure modes: Qwen3OmniMoe video processing ValueError vs Gemma3n audio_mel_mask AttributeError." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Unrelated model internals: sparse-layer config bug in SwitchTransformers vs RoPE-layer count issue in Smollm3." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal paths: image-preprocessor dtype mismatch vs audio tensor field collision." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading/unpacking bug vs DAC from_latents forward mismatch; different code paths and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet accelerate loading issue; not the same underlying defect." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor segmentation-map failure and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken kwarg duplication vs tokenizer load failure for sleng-bert; different tokenizer bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; separate failures." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor update behavior vs Whisper batch_decode skip_special_tokens handling; different APIs and fixes." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram Int limitation are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs Perceiver image-size failure; different components." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs Video-LLaVA temporal-attention/weight-sharing issue; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and trust_remote_code config field loss are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading problems, but one is missing fields under trust_remote_code and the other is strict config rejection; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Compile/SDPA runtime error vs DiaConfig custom token-ID persistence issue; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different video-model bugs on different models: Qwen3OmniMoe processing error vs Qwen2.5-VL vision_position_ids mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are output regressions, but for different models and different symptoms; not one duplicate fix." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs FSDP CPU RAM efficient loading issue; different mechanisms." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL from_pretrained weight_only load error vs Qwen3.5 flash-attention generation issue; distinct code paths." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message regression vs SigLIP2 nonsensical outputs; unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related theme, but 44561 is a specific API-removal break while 45020 is a broad umbrella for remote_code regressions; not clearly the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation bug and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime pipeline error message and docs still referencing removed tasks are different artifacts, not one duplicate bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA issue and DAC from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compile failure are different subsystems." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash in LayoutLMv2 vs AutoTokenizer failing FastSpeech2ConformerTokenizer; different models and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and est-roberta tokenizer load failure are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs docs still mentioning removed pipeline tasks; not the same bug or change." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and DAC latent/forward mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43638", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45488", + "issue:45538", + "issue:45600", + "issue:45701" + ], + "soft_pairs": [ + "issue:44671|issue:45701", + "issue:30064|issue:36331", + "issue:44805|issue:44936", + "issue:43606|issue:45072", + "issue:43650|issue:43906", + "issue:42175|issue:45081", + "issue:34634|issue:36010", + "issue:44060|issue:44368", + "issue:43782|issue:45325", + "issue:45081|issue:45406", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43526|issue:43697", + "issue:43582|issue:44857", + "issue:43526|issue:44554", + "issue:43262|issue:43819", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43653|issue:44912", + "issue:34634|issue:36331", + "issue:44568|issue:45488", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43638|issue:44936", + "issue:38175|issue:44610", + "issue:43454|issue:43577", + "issue:43854|issue:44977" + ], + "prepared_review_unit_hash": "1de67c9371c00e0e8925233bbbf1c9902455b1541657389e7094be6ceb2220b5", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35962, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose collection of unrelated Transformers bug reports. The soft pairs mostly share broad themes like loading, tokenization, dtype, or trainer regressions, but none look like the same concrete underlying bug/change, so no soft edge should be accepted.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45072 is the most central concrete report among this set: it is a specific bfloat16 dtype-mismatch regression and appears closest to several other loose inference/loading failures, making it the best representative if one issue must anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Both involve tokenization/model-version behavior, but one is a CamemBERT masked-LM regression and the other is a generic version-related tokenization change; too broad to be the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and a CustomTrainer compute_loss signature error are unrelated code paths." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape mismatch in indexing vs trainer evaluate-after-train failure; different failure modes and subsystems." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention inference/offload issues, but Bark CPU offload device mismatch and SwitchTransformers/TimmWrapper bfloat16 dtype mismatches are different concrete bugs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Generic contentless issue title versus an isolated reproduction of a specific upstream bug; no shared underlying defect is evident." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue and a Mistral tokenizer regex crash are different problems." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure do not describe the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both concern Qwen3/Qwen3.5 weight-tie warnings, but one is an incorrect tied-weights mapping and the other is a user-facing warning in fine-tuning; not the same concrete failure." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling bug are unrelated model-path problems." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer are separate tokenizer implementation issues." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and bfloat16 dtype mismatches affect different model paths and symptom types." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights/_is_hf_initialized argument handling are related only at a very high level; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is a different failure than generic bfloat16 inference dtype mismatches." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 output divergence are distinct model/processor behaviors." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon TypeError in caching_allocator_warmup and CUDA float16 AMP loss crash are different runtime environments and code paths." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "A processor label-reduction bug and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting in apply_chat_template and DAC from_latents vs forward mismatch are unrelated multimodal bugs." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helper names in multimodal token counting and stale auto_mappings references to removed configs are separate maintenance bugs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "A template compilation TypeError and a CLIPTokenizer max-length constant issue are not the same problem." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are different tokenizer vs quantization issues." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "mdeberta-v3-base add_special_tokens regression and LlamaTokenizer pre-tokenizer override are both tokenizer regressions, but they affect different tokenizer classes and mechanisms." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is specifically about gguf_file support and the other about a model-specific load failure; insufficient evidence they are the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion during accelerate+deepspeed loading and multimodal token counting video-branch errors are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained Bert indexing failure and trainer evaluate-after-train failure are different training bugs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo input-size mismatch are different model-specific inference issues." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying failure and BLIP2 dtype propagation bug are distinct model-configuration problems." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation bug are different model-path 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": 14, + "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-15354-380", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45538", + "issue:45701" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:43257|issue:43696", + "issue:44589|issue:45042", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:43819|issue:43927", + "issue:44568|issue:45356", + "issue:43720|issue:44610", + "issue:43749|issue:44756", + "issue:43550|issue:44912", + "issue:43329|issue:44479", + "issue:43262|issue:44811", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43257|issue:43931", + "issue:34567|issue:40990", + "issue:43257|issue:43756", + "issue:43329|issue:43450", + "issue:44849|issue:45701", + "issue:43697|issue:45357", + "issue:44987|issue:45538", + "issue:44479|issue:45381", + "issue:43577|issue:45072", + "issue:41720|issue:43540", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:43927|issue:44912", + "issue:43540|issue:44560", + "issue:42915|issue:43742", + "issue:43317|issue:45538", + "issue:44291|issue:45042" + ], + "prepared_review_unit_hash": "50130eef93c4b5c3abefe19aecad963e153d4addf98c61a4bf19bc27988c850b", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37101, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are clearly about unrelated bugs in different models, loaders, tokenizers, or processors. Only one soft edge looks like the same underlying regression family; the rest are too broad or too model-specific to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the strongest canonical issue here because it captures a broad, version-specific video regression across multiple Qwen model families and subsumes the narrower Qwen2.5-VL report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative anchor: it describes a concrete regression, names the affected model families, and is the broader of the closely related video-input reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different bugs: GraniteSpeech PEFT/local checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different failure modes: Qwen3 MoE weight conversion/loading vs GPT-oss OOM." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated: float8 storage lookup error vs PIL image processor torchvision dependency regression." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs/example issues for SigLIP2 vs a quantization/loading fallback bug for gpt-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the Jupyter custom-model initialization regression." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different model behaviors: DAC latent reconstruction mismatch vs DiaConfig token-id persistence loss." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different regressions in different tokenizers and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading for BitNet is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP RAM-efficient loading and Strix Halo mmap OOM are both loading/memory topics, but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different problems: torch.compile/SDPA failure vs MXFP4 quantization fallback." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video paths, but one is an undefined-helper bug in token counting and the other is a broader video-input regression." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper decode special-token handling." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior for Qwen3-MoE is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path breakage for GenerationMixin is unrelated to compute_loss signature incompatibility." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading and Qwen3-VL weight-shape mismatch are different model-loading failures." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated training issues." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different models and symptoms: Qwen3 MoE loading vs Smollm3 RoPE-layer drop regression." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Different video bugs: undefined helper usage in multimodal token counting vs batched video processor shape output." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state behavior is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key mapping are separate regressions." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Physical-intelligence/fast loading failure is unrelated to CLIP tokenizer max-length handling." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying video regression family: both are transformers==5.3.0 video-input bugs in the Qwen2.5-VL/Qwen3-VL path, with 45381 describing the narrower vision_position_ids symptom." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are distinct dtype bugs." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-related runtime errors, but one is auto-device-map CUDA assert and the other is a video-input ValueError in a different model." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file tokenizer/model loading and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token counting are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token ID persistence and gpt-oss quantization fallback are unrelated failures." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video errors, but they hit different models and have different symptoms (ValueError vs StopIteration)." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM key error are different loading bugs." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload loading and CLIPTokenizer max-length are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to PIL backend torchvision requirements." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the anchor choice is supported by the titles, and the lone accepted soft edge (44479 \u2194 45381) is a conservative merge of closely related video-regression reports in the same Qwen/5.3.0 path. The rejected pairs are framed cautiously as distinct model or code-path bugs, which fits the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43582", + "issue:43643", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44164", + "issue:44291", + "issue:44479", + "issue:44484", + "issue:44488", + "issue:44561", + "issue:44704", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44938", + "issue:44964", + "issue:44991", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:42175|issue:43824", + "issue:42175|issue:44938", + "issue:42915|issue:45538", + "issue:42915|issue:44821", + "issue:44062|issue:44991", + "issue:43540|issue:44479", + "issue:43526|issue:45479", + "issue:42175|issue:44488", + "issue:45137|issue:45405", + "issue:43906|issue:45381", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:43749|issue:44164", + "issue:28282|issue:34689", + "issue:43756|issue:45325", + "issue:36010|issue:42175", + "issue:28282|issue:29127", + "issue:43493|issue:43994", + "issue:43582|issue:43782", + "issue:43643|issue:45375", + "issue:43742|issue:44291", + "issue:44062|issue:45081", + "issue:34567|issue:36331", + "issue:43452|issue:44488", + "issue:44484|issue:44704", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43643|issue:44561", + "issue:45405|issue:45600", + "issue:43688|issue:43749" + ], + "prepared_review_unit_hash": "bea8d40233b09927f9399bcd2c2f8a3a0549eb652ba0522462a66f8213c7e545", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36831, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like a true duplicate: the titles share generic terms like import/load/error, but the underlying bugs span unrelated models, trainers, tokenizers, config handling, and runtime backends. No PRs are present in the cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; it is heterogeneous rather than one duplicate bug thread.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue representative either; the closest items are still about different code paths and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Both are import/backend failures, but one is TensorFlow packaging/backend presence and the other is a missing Qwen2.5-VL symbol; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging issue vs Python 3.14 load failure; no shared code-path bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FP8 config bug for Qwen3Moe vs AutoImageProcessor URL loading; different subsystems." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword collision and tokenizer loading regression for est-roberta are distinct failures." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video inputs, but the affected models and failure modes differ (Qwen3OmniMoe TypeError vs Qwen VL position-id regression)." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend install/dependency issue vs a specific model loading failure; not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of one earlier issue vs a Qwen2.5-VL video position_ids regression; not the same defect." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero-probabilities behavior and Perceiver non-default-resolution failure are different model bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are unrelated code paths." + }, + { + "left": "issue:43749", + "right": "issue:44164", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and save/from_pretrained extra_state handling are distinct loading/saving issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error for AutoModel and Llama 3.2 vision loading regression are different problems." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and Qwen2.5-VL still-image temporal scaling are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure vs TensorFlow backend missing from a torch install extra; no common bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Generic PyTorch import error and LayoutLMv3 box-content error are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2, but one is JAX/HF parity and the other is bad outputs through AutoModel/pipeline; insufficient evidence of the same underlying bug." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon TypeError in caching_allocator_warmup and Qwen3VL weight_only=True loading error are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields and trust_remote_code-style loading, but they target different models and different missing-field causes." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM-125M key error and init_empty_weights unexpected argument are different loading failures." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument collision and Mistral regex patch backend_tokenizer AttributeError are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter not updating and CustomTrainer.compute_loss signature mismatch are different trainer API issues." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF file loading breakage and cjvt/sleng-bert model loading failure are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question and AutoProcessor kwargs propagation bug do not describe the same change or bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights loading error and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal load failure are different issues." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing returned config fields and the other is removal of is_torch_fx_available; different root causes." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning and stale auto_mappings references to removed configs are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different parts of the stack." + } + ] + }, + "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": 14, + "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-15354-380", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44514", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45440", + "issue:45701" + ], + "soft_pairs": [ + "issue:43697|issue:45216", + "issue:45042|issue:45081", + "issue:44514|issue:45381", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:44514|issue:45290", + "issue:43452|issue:43577", + "issue:44625|issue:44877", + "issue:43452|issue:44843", + "issue:43688|issue:45440", + "issue:43720|issue:44898", + "issue:41762|issue:44936", + "issue:43653|issue:44568", + "issue:43295|issue:45356", + "issue:43525|issue:43643", + "issue:43819|issue:44811", + "issue:44466|issue:45005", + "issue:24643|issue:29127", + "issue:44464|issue:44743", + "issue:41720|issue:43906", + "issue:38175|issue:43295", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:28282|issue:32090", + "issue:44479|issue:44936" + ], + "prepared_review_unit_hash": "3574c585373c677bfda8be1b94aa152f611f8441caa32b3f31030dd426a22458", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36701, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated regression reports. There are a few loose theme overlaps (tokenizer/loading, chat templates, tied weights), but none of the soft-edge pairs look like the same concrete bug/change, so all are rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44466 is the most concrete, reproducible report in the set, centered on a specific tied-weights serialization regression with a clear symptom and version boundary.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the broadest tied-weights regression report and the best umbrella target among the listed issues, even though the overall cluster is mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and failure modes: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated code paths: PIL image processors requiring torchvision vs _patch_mistral_regex tokenizer crash." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL/video paths, but one is a batched apply_chat_template crash and the other is wrong vision_position_ids." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A key error while loading MobileLLM is not the same bug as the Float8 storage lookup failure." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are different subsystems and symptoms." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API surface, but different triggers: batched padding=False crash vs assistant messages with tool calls and empty content." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file tokenizer/model loading breakage is unrelated to BLIP2 dtype propagation staying float32." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is not the same as strict config rejection for granite_speech." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading failure and offline mistral regex hub access are different code paths." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization is a training-loss bug; DeepseekV3MoE divergence is a model-implementation mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver non-default-resolution failure are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading crash and trainer.train()/evaluate() lifecycle failure are different problems." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird special-token registration bug and mdeberta add_special_tokens regression affect different tokenizers and behavior." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is not the same as the Kimi-K2.5 codec handling and warning regression." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and missing fields from trust_remote_code AutoConfig are different config-loading issues." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens handling are unrelated behaviors." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but 44466 is a specific device-dependent serialization bug while 45005 is a broad translation-model report; not enough evidence of one concrete duplicate." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed runtime weight-shape error and LayoutLMv3 error-message clarity are not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward and recurrent-state resets under cache are distinct model-execution bugs." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and an isolated reproduction of another issue are not the same concrete failure." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype remaining float32 is unrelated to RTDetrV2 output differences." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info() access in _patch_mistral_regex is not the same as failing to load a specific tokenizer model." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0 and FSDP CPU RAM efficient loading are different regression surfaces." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization is unrelated to a general tokenization version-change report." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but MLuke task AttributeError and FastSpeech2Conformer tokenizer loading failure are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MLuke task AttributeError do not share the same code-path problem." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch ImportError and unsupported NoneType broadcast in Trainer are unrelated errors." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Qwen VL video-input regression and trainer.evaluate() after train are different issues in different 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": 14, + "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-15354-380", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45084", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45588" + ], + "soft_pairs": [ + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:44977|issue:45356", + "issue:30064|issue:33666", + "issue:43122|issue:43906", + "issue:43577|issue:45588", + "issue:43577|issue:44554", + "issue:43653|issue:43927", + "issue:43329|issue:45325", + "issue:43531|issue:43742", + "issue:44464|issue:44977", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43452|issue:44451", + "issue:32090|issue:34567", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:43278|issue:43688", + "issue:41720|issue:44464", + "issue:43334|issue:43572", + "issue:43525|issue:43572", + "issue:43493|issue:43825", + "issue:43756|issue:44913", + "issue:44849|issue:45357", + "issue:43742|issue:44821", + "issue:43262|issue:45084", + "issue:33666|issue:36010", + "issue:43540|issue:43716" + ], + "prepared_review_unit_hash": "994aaaf004583af9310d268e60be0e86afc62c3d887acdbcd996a33ab4901879", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36825, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad wording (loading, config, generation, multimodal, tokenizer) but not the same concrete code-path bug. I reject all soft-edge merges. The best issue anchor is the pretrained-loading regression in issue 43504 because it is concrete and one of the few nodes with multiple soft links.", + "confidence": 0.28, + "canonical_issue_reason": "Issue 43504 is the most central concrete bug here: a specific pretrained-model loading regression, and it connects to several other loading-related soft candidates, making it the best cluster anchor even though the overall cluster is mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "43504 is the strongest representative of the set because it is a narrowly described functional failure rather than a broad symptom or version-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: missing PyTorch import vs MacOS bus error with a community CLIP model." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated bugs: import-time backend requirement vs embedding reinitialization after resize." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/model regressions, but they affect different models and different code paths (flash-attention generation vs codec handling)." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "A tokenizer output change across versions is not the same as an isolated reproduction of a separate issue without clearer linkage." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems: dtype propagation in Blip2 loading vs flash_attention handling of s_aux=None." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different bug classes: model dtype loading vs MPS attention correctness with mismatched head dimensions." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug is not the same as config custom-token-ID loss causing generation IndexError." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Video token counting bug is separate from Qwen2.5-VL rope-index temporal-position scaling." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a MobileLLM-125M load-time KeyError." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is a different path from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in multiple Qwen models is not the same as num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Model compile/SDPA failure is unrelated to tokenizer task AttributeError." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading failures, but one is gguf/Auto* handling and the other is a specific model load failure; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading models, but one is a legacy-field preset issue and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different concrete problems: pretrained preset loading vs torch.compile with SDPA." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer distributed broadcast error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset loading failure is not the same as processor/model input-size mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype mismatch is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping CUDA assert is a different failure mode from compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token fields, but they are different model configs and likely separate regressions." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Same symptom family, but different config classes and model families; not enough to treat as one bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-support error message." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 is a different issue from rotary_pct not persisting on reload." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one concerns hidden states and the other save_pretrained visual encoder keys; different code paths." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "A MobileLLM loading KeyError is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat-template defaults are unrelated to template-node compilation errors." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to dtype mismatch between image preprocessor and model." + }, + { + "left": "issue:44554", + "right": "issue:44625", + "accept": false, + "reason": "MPS attention correctness and Qwen3.5 num_labels propagation are different bugs with no shared code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43688|issue:43873", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:44488|issue:44843", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:43493|issue:43844", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:43540|issue:44977", + "issue:43756|issue:44479", + "issue:44625|issue:45584", + "issue:45200|issue:45229", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:44589|issue:45520", + "issue:44423|issue:44734", + "issue:39692|issue:43295", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43575|issue:45405", + "issue:43504|issue:43653", + "issue:44521|issue:45290", + "issue:43927|issue:44361", + "issue:43994|issue:44493", + "issue:44792|issue:45405", + "issue:44464|issue:45584", + "issue:43278|issue:43701", + "issue:43606|issue:44112" + ], + "prepared_review_unit_hash": "d9eed9410e348464f4f63149208d639a77b261dcdf37a94c9d5d161186ec0866", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37396, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a single duplicate cluster; they span many unrelated regressions across multimodal loading, trainer APIs, quantization/offload, configs, docs, and CI. I rejected every soft edge because none clearly describe the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and does not collapse to one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the collection mixes unrelated model families and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to a quantization/offloading bug." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading/unpacking is a different bug from DiaConfig token-ID persistence." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig save/load corruption." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen MoE loading, but they target different model variants and different failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift between train/eval is not the same as ZeRO-3 gradient inflation." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model load failure for sleng-bert is unrelated to the offline-mode model_info call bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Broken SigLIP2 docs example is distinct from a core implementation mismatch with JAX." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load regression is unrelated to an unreleased PEFT minimum-version bump." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation parity issues are unrelated to ZeRO-3 gradient behavior." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading failure and MLukeTokenizer AttributeError are different code paths and bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to a custom trainer compute_loss signature error." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is not the same as Qwen3.5 flash-attention generation trouble." + }, + { + "left": "issue:43756", + "right": "issue:44479", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen VL video regression are unrelated model-specific bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import export is unrelated to the Float8 storage lookup TypeError." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is different from inconsistent lm_head serialization." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution failure is unrelated to the flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing are separate serve bugs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example errors do not match the processor.tokenizer regression in custom model code." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad_token_idx loss is a different issue from init_empty_weights argument incompatibility." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit preset load failure and bark-small CPU offload mismatch are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field loading for Beit is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs is not the same bug as tool-call assistant message crashes." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID corruption and MLukeTokenizer AttributeError are different failures." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsense outputs are unrelated to widespread position-id key warnings." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version bump." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked-generation compiled-forward inconsistency is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "bark-small CPU offload mismatch and GraniteSpeech stale device-override CI failure are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43572", + "issue:43582", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45563", + "issue:45701" + ], + "soft_pairs": [ + "issue:29942|issue:30333", + "issue:44568|issue:45701", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43844|issue:44964", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:43582|issue:44977", + "issue:39401|issue:44568", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:43334|issue:43525", + "issue:43295|issue:44610", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:43493|issue:43701", + "issue:44898|issue:45412", + "issue:44792|issue:45563", + "issue:43873|issue:44464", + "issue:43388|issue:43526", + "issue:37428|issue:43824", + "issue:43572|issue:44987", + "issue:43844|issue:44936", + "issue:43572|issue:43957", + "issue:43824|issue:43975" + ], + "prepared_review_unit_hash": "9ba2e1813d090e51d681d6203b380c350687afd6af2f55902ee3317f5d436028", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35700, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated model-, generation-, loading-, or infrastructure-specific bugs. There is no strong duplicate set here; at most there is a loose tokenization-regression theme around a few issues.", + "confidence": 0.21, + "canonical_issue_reason": "issue:45701 is the broadest, most generic tokenizer-regression report in the set, so it is the least arbitrary representative of this weakly related cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 best fits the only recurring theme (tokenization/version regressions), but the cluster overall does not look like true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-status reporting are unrelated subsystems and bugs." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Both concern tokenization, but one is a model-specific special-tokens bug and the other is a broad version/regression report; not the same concrete issue." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import version check are different code paths." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed ZeRO-3 gradient growth and Phi-4 multimodal loading failure are different problems." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma 4 multimodal token-type IDs are distinct issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and flash_attn import handling on Python 3.13 are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation bug do not match." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but offset_mapping and missing BOS/EOS special-token insertion are not the same failure." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync_gpus bug and Qwen3.5 hidden-state output bug are separate generation-path issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch inference bugs and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device model loading breakage are different root causes." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application with model_init and Qwen3.5 hidden-states behavior are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both report missing pad_token_id, but they involve different model families and config paths; too weak to treat as one duplicate." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo image size mismatch are different issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type defaults and Qwen2.5-VL rope-index scaling are separate multimodal bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of lm_head.weight and LoRA merge collapse with extended vocabulary are not the same concrete defect." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are different classes of bugs." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and paged-generate warning behavior are not the same underlying problem." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization offloading and chunked generation with compiled forward are different subsystems and failures." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is trainer metric gathering and the other is BeitImageProcessorFast reduction logic." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-attention import error and Qwen2.5-VL import failure are distinct missing-symbol problems." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast are different issues." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient growth and trainer.evaluate after train are unrelated training bugs." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and meta-device loading breakage are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import failure for Qwen2.5-VL and DeepSeek detokenization regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44448", + "issue:44462", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45412", + "issue:45478", + "issue:45584", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:44514|issue:44521", + "issue:43295|issue:43450", + "issue:44360|issue:44561", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:42915|issue:43824", + "issue:43295|issue:43994", + "issue:44442|issue:45198", + "issue:43827|issue:43901", + "issue:38175|issue:43493", + "issue:43278|issue:43856", + "issue:44206|issue:45584", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:45127|issue:45245", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43819|issue:45083", + "issue:43450|issue:43575", + "issue:45290|issue:45381", + "issue:44610|issue:44857", + "issue:43819|issue:44112", + "issue:37428|issue:43425", + "issue:44857|issue:45593", + "issue:43262|issue:43450", + "issue:43278|issue:43825", + "issue:45200|issue:45588", + "issue:43606|issue:45083", + "issue:44448|issue:44743", + "issue:29942|issue:32090", + "issue:45310|issue:45478" + ], + "prepared_review_unit_hash": "a2d0cb6ce830e1143dc638c181f50ead3405d3d0a2c60756c568ba022d970d45", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36937, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with two real duplicate-style matches: a Qwen3.5 MoE from_pretrained regression pair and a SigLIP2 implementation-discrepancy pair. The remaining soft edges span unrelated models, processors, docs, and runtime failures.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43493 is the best canonical anchor because it states the broader SigLIP2 root-cause discrepancy, while issue:38175 is a symptom report of that same model bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the strongest overall issue to keep as the representative anchor: it is root-cause oriented, model-specific, and more reusable than the narrower symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template multimodal regressions, but one is a batched padding crash and the other is all-zero assistant masks; different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "One is a processor.tokenizer / image-tokenizer regression, the other is batched video shape output; unrelated code paths." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer ReLU discussion and a removed FX helper breaking trust_remote_code models are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor.tokenizer regression versus quantization/offload behavior; no shared underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probability outputs and RT-DETR memory release issues are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and Qwen2.5-VL import error are different models and different bugs." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2-related models, but one is a processor/tokenizer regression and the other is a model output-quality issue; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2 tokenizer loading and Wav2Vec2 save/tokenization failures are separate tokenizer problems." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Different docs issues: v5 pipeline removals versus TextClassificationPipeline return_all_scores wording." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both report the same SigLIP2 implementation mismatch: one as zero probabilities, the other as an HF-vs-JAX discrepancy." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval and Qwen3 MoE training memory use are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure are different audio bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device-override failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video batching shape bug and SigLIP2 JAX discrepancy are different code paths." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA tie_word_embeddings collapse and category-cardinality overflow are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and trust_remote_code FX-helper removal are different regressions." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Shared v5 timeframe only; one is a removed-helper import error, the other is Deepseek tokenizer output mismatch." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC.from_latents mismatch and qwen3_omni_moe length-helper behavior are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch shape bug and Qwen2-57B-A14B tensor-parallel OOM are different issues." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL vision_position_ids regression are separate bugs." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet input-size mismatch and LwDetr AMP crash are different detection-model problems." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latents mismatch and GraniteSpeech CI device-override failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import error and Torch 2.10 incompatibility are adjacent compatibility topics, not the same underlying bug." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "D-FINE auxiliary-loss bug and LwDetr AMP crash are different detection-model issues." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat_template sampling-rate default and video batching shape bug are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "BF16/FP32 dtype shift and pipeline docs wording are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults and flash_attention s_aux=None crash are different model/runtime bugs." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch and qwen3_omni_moe output-length helper behavior are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3.5 recurrent-state reset are different regressions." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained regression; 45478 is the later duplicate with the same failure mode." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The two accepted soft edges look like genuine duplicates or near-duplicates: the identical Qwen3.5 MoE from_pretrained regression pair and the SigLIP2 discrepancy pair. The remaining verdicts are mostly cautious and do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:29127", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43066", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43927", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45372", + "issue:45381", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698" + ], + "soft_pairs": [ + "issue:37428|issue:44351", + "issue:43335|issue:43550", + "issue:39692|issue:43526", + "issue:43611|issue:43931", + "issue:43819|issue:44493", + "issue:45200|issue:45381", + "issue:43335|issue:43653", + "issue:29127|issue:32090", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:43335|issue:45083", + "issue:44855|issue:45083", + "issue:39692|issue:44493", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:38175|issue:44493", + "issue:44568|issue:45491", + "issue:44977|issue:45229", + "issue:43723|issue:44554", + "issue:43335|issue:45072", + "issue:40444|issue:43526", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44448|issue:44977", + "issue:43066|issue:44462", + "issue:34689|issue:35141", + "issue:44977|issue:45563", + "issue:45372|issue:45588", + "issue:43927|issue:45698", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:37428|issue:44987" + ], + "prepared_review_unit_hash": "10d638bb137d79c2a385cda8f50a62382c271f5e63a46d69b24a44f5726e2b69", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37215, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous and does not contain any true duplicate pairs. issue:43335 is the best cluster anchor only because it is the most connected node in the weak similarity graph, not because it matches the others concretely.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43335 has the most soft links to other items, so it is the least-bad representative of this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43335 is the most central item here and the most plausible anchor for triage, though the cluster is not a real duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different missing import targets and different failure surfaces; both are import errors, but not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure; different model and code path." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs example/model-processor mismatch and quantization failure vs BeitImageProcessorFast reduce_labels bug." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "base_model_prefix loading regression vs Qwen3-VL weight-shape mismatch; unrelated load-time failures." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents vs forward mismatch is unrelated to position-id key warnings across models." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting issue vs Qwen2.5-VL video vision_position_ids bug; different models and inputs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs Trainer NoneType broadcast TypeError; different problems." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure vs Python 3.13 flash_attn import KeyError; different code paths." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output drift vs Deepseek tokenizer regression; both are version regressions but not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug vs qwen3_omni_moe feature-length helper behavior; unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 DebertaV2Model import failure vs qwen3_omni_moe helper mismatch; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/example problems vs generic position-id key warnings; different symptoms and targets." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation vs BEiT legacy-field model loading issue; different models and fixes." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile bug vs GraniteSpeech stale CI test; not the same underlying issue." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probabilities issue vs position-id key warnings; unrelated bugs." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens regression vs Gemma3 NaNs from sliding-window attention; different subsystems." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation issue vs multi-GPU CUDA OOM; different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading problem vs MPS attention correctness issue; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug vs dtype mismatch in Bfloat16 inference; different code paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset/multi-image finetuning failure vs BeitImageProcessorFast reduce_labels bug." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation vs D-FINE auxiliary-loss handling; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading issue vs GraniteSpeech stale device override test; different problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output change vs Qwen3.5 flash-attention generation bug; both affect outputs but not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type vs AutoTokenizer ignoring tokenizer.json; related subsystem, but different concrete bugs." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage vs embedding reinitialization after resize; unrelated model-loading issues." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug vs stale warning for num_return_sequences; different severity and behavior." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import dependency issue vs s_aux=None crash in flash_attention integration; unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "One issue loses custom token IDs on save/load, the other loads the wrong custom module; both serialization-related but not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch vs float16 AMP CUDA loss crash; different precision/device paths." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "float16 AMP crash in a loss vs bfloat16 inference dtype mismatch; same broad theme, but not the same concrete bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch vs qwen3_omni_moe helper behavior; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "flash-support import error vs model-loading failure for physical-intelligence/fast; too little concrete overlap." + } + ] + }, + "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": 14, + "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-15354-380", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:41720", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43257", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43653", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:43976|issue:45440", + "issue:43412|issue:45588", + "issue:43550|issue:45083", + "issue:45245|issue:45563", + "issue:43873|issue:44493", + "issue:43873|issue:45229", + "issue:29942|issue:35141", + "issue:43278|issue:43329", + "issue:32090|issue:33357", + "issue:45372|issue:45406", + "issue:45372|issue:45459", + "issue:41720|issue:45229", + "issue:43065|issue:43994", + "issue:44448|issue:44466", + "issue:43065|issue:45412", + "issue:25251|issue:32090", + "issue:44451|issue:45520", + "issue:43653|issue:44743", + "issue:44857|issue:45588", + "issue:43421|issue:45491", + "issue:44186|issue:45198", + "issue:43278|issue:43381", + "issue:43994|issue:45412", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:43756|issue:45440", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:44206|issue:44479", + "issue:43257|issue:43278", + "issue:29942|issue:30064" + ], + "prepared_review_unit_hash": "576d37d188d189b03e5ee707d3a66e65a0eb22c3278a78adad8c3fa37bd6c2d8", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37074, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft links are mostly superficial similarity between unrelated failure modes, and none of the candidate pairs look like true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated bugs across tokenization, model loading, quantization, export, attention, and runtime/device-mapping paths, with no confirmed duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out; any pick would be arbitrary because the cluster is not a duplicate set and the soft links are false positives.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Different problems: Python-version compatibility vs Native DeepSeekV3 divergence." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: Gemma3 export/loading failure vs flash_attention aux-state crash." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA regression is unrelated to qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Categories-limit RuntimeError is unrelated to the stale paged-generate warning." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior vs position-id key mismatch; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading/quantization issue is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to token-embedding reinitialization in post_init." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the multimodal token-counting video-branch bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` NoneType error is unrelated to the MacOS bus error in CLIP." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both mention Gemma4, but one is processor import/loading and the other is missing `_tokenizer` in serve." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure is unrelated to protobuf exception masking tokenizer errors." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto-device cuda assert is unrelated to Gemma4 CUDA OOM." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Siglip2 nonsensical outputs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output drift across v4/v5 is a different bug from `lm_head.weight` serialization/tied-weights inconsistency." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue is unrelated to RT-DETR memory-release behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline `top_k` nesting bug is unrelated to Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT loading failure is unrelated to the Python 3.13 `flash_attn` import KeyError." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to qwen3_5 recurrent-state reset." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash is unrelated to the flash_attention `s_aux=None` crash." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor update bug is unrelated to Gemma3 NaN embeddings with mixed-length batches." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER padding/truncation crash is unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype change in eval is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 incorrect outputs are unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "MoE weight conversion during accelerate+deepspeed loading is unrelated to quantized model saving." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer omission is unrelated to DeepSeekV3 implementation divergence." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma3 eos_token_id mismatch is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export.export with `torch_compilable_check` is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor `center` regression is unrelated to the Qwen VL video-input regression." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE conversion/loading bug is unrelated to the embedding dtype change in evaluation." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation-map processing." + } + ] + }, + "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": 14, + "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-15354-380", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44079", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:44610|issue:45412", + "issue:43824|issue:44279", + "issue:45103|issue:45372", + "issue:45440|issue:45593", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:45072|issue:45229", + "issue:43334|issue:43531", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43526|issue:44186", + "issue:44464|issue:45491", + "issue:44977|issue:45245", + "issue:29942|issue:36010", + "issue:29127|issue:33357", + "issue:42915|issue:43931", + "issue:29127|issue:35141", + "issue:43232|issue:43388", + "issue:43761|issue:44079", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:43441|issue:45588", + "issue:44442|issue:45072", + "issue:43723|issue:45479", + "issue:45003|issue:45440", + "issue:43526|issue:44610", + "issue:44743|issue:44811", + "issue:43452|issue:45588" + ], + "prepared_review_unit_hash": "f0a039896315f1523875d3ecddd89027e86accb92d71c1c996a318e6a882f8fe", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36520, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft edges link unrelated bugs across different models, utilities, and failure modes. I reject all pairings as duplicates and do not see a single coherent canonical issue/PR for the set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Both mention memory-related failure, but one is a processor/model input-size mismatch and the other is a model deletion/GC leak." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "One is a missing Qwen2.5-VL import, the other is a vague dependency problem; no shared code-path or concrete fix." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and a mistral_common import error are unrelated failures." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different models and bugs: DeepseekV3MoE implementation divergence vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both are multimodal issues, but one is a MacOS bus error on a CLIP model and the other is a SigLIP2 docs-example mismatch/quantization failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box validation messaging and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast in Trainer and Adafactor OOM in DeepSpeed are different trainer/backend problems." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "Dtype mismatch in specific models is not the same issue as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL load-time pad_token_id attribute error and Qwen3-MoE sliding-window behavior are separate code paths." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are distinct training issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT reduce_labels behavior and LayoutLMv2Tokenizer NER/padding crashes are unrelated processor/tokenizer bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings from sliding-window attention are different failures." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation behavior and the 2^24 categories limit are entirely unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures do not match a GenerationMixin import error." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and a CLIP bus error on MacOS are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen3-VL weight-shape mismatch are different model-loading problems." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different subsystems: LayoutLMv3 box handling vs embedding reinitialization after resize." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing and metric-gathering label truncation are separate bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel missing hidden_states and ModelOutput key assignment are both output-related, but not the same underlying defect." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and a feature extractor center-arg crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiT label reduction and LwDetrImageLoss AMP/CUDA crash have no shared code path." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but they are different failures in different models/code paths; too broad to merge." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer loading in v5 and zero-loss single-label classification are unrelated bugs." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence are different layers of the stack." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "BEiT reduce_labels and OmDet-Turbo input-size mismatch are different processor bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset with cache and Whisper batch_decode skip_special_tokens are unrelated behaviors." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file breaking tokenizer/model loading and a flash-attention AttributeError are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44871", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45698" + ], + "soft_pairs": [ + "issue:43316|issue:43525", + "issue:43646|issue:44077", + "issue:43761|issue:44188", + "issue:45588|issue:45600", + "issue:44479|issue:45290", + "issue:43575|issue:43701", + "issue:44977|issue:45584", + "issue:43931|issue:45216", + "issue:42907|issue:45698", + "issue:43575|issue:44387", + "issue:39692|issue:45491", + "issue:43994|issue:44206", + "issue:43873|issue:45588", + "issue:34689|issue:43611", + "issue:43673|issue:44743", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:43493|issue:43827", + "issue:41628|issue:45372", + "issue:43381|issue:43873", + "issue:44077|issue:44479", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:43749|issue:43931", + "issue:43720|issue:44442", + "issue:43873|issue:44871", + "issue:33290|issue:45656", + "issue:34689|issue:36010", + "issue:43316|issue:44877" + ], + "prepared_review_unit_hash": "e029fc329dda6967290b1a9e5fb145e3de1927be47b30c36a79ef5c93f622f18", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37063, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the soft pairs are mostly high-similarity false positives rather than true duplicates. No PRs are present. If an issue must be used as the cluster anchor, issue 43749 is the most broadly scoped and active loading/regression report.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43749 is the most central-looking anchor here: it is broad, active, open, and has inbound references, so it best fits a cluster representative even though the overall set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the best issue to keep as the representative because it has the strongest cross-thread activity and the broadest regression/loading scope among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API complaints, but they concern different models and different missing fields; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both mention initialization/post_init, but one is a broad Transformers 5.0 custom init regression while the other is a model-specific restriction." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Unrelated code paths: CLIP vision hidden_states regression vs attention-kernel divergence under torch.compile." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Different failures entirely: flash_attention s_aux handling vs stale auto_mappings references to removed configs." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Different subsystems and symptoms: video input regression for Qwen VL models vs chat-template tool-call handling." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM on tensor-parallel model load is not the same as a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation bugs, but they affect different models and different failure modes." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen variants, but one is a weight-shape load error and the other is a bad save_pretrained regression." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load, but one is about saving dequantized models and the other about loading the wrong custom module." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM reports, but the trigger is different: tensor-parallel loading vs int4 quantization memory growth." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to Gemma3 NaN embeddings on GPU." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "Different root causes: nonsensical SigLIP2 outputs vs a LasrFeatureExtractor argument incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantization/offloading behavior and a flash_attention AttributeError are not the same code-path problem." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they describe different failures and different model families." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Generation cache issues, but one is a v5 chunked_prefill cache import/regression and the other is Qwen3.5 recurrent-state resetting." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer-loading failure vs image classification resizing failure; no common underlying bug." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated training issues: deepspeed/adafactor OOM vs TrainerState token counter not updating." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and pipeline-docs breakage are different issues." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but they involve different symbols, packages, and loading paths." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior is unrelated to quantization offloading." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "A post_init constraint on patchtsmixer is unrelated to Qwen VL video-input regression." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM during deepspeed optimizer use is not the same as Llama model loading failure." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor/deepspeed OOM and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload drift are unrelated config issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to unrecognized-model config loading." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are load-time problems, but one is FSDP CPU-efficient loading and the other is a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading unpacking is unrelated to tokenizer loading." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id config mismatch are different issues." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Different DeepSpeed symptoms: optimizer OOM vs optimizer.step being called twice." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Different import/load failures: Llama model loading vs GenerationMixin import path breakage." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Config API discrepancy for Gemma3TextConfig is unrelated to strict config loading for granite_speech." + } + ] + }, + "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": 14, + "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-15354-380", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44936", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45406", + "issue:45584", + "issue:45698" + ], + "soft_pairs": [ + "issue:44162|issue:44792", + "issue:44855|issue:45137", + "issue:43381|issue:43856", + "issue:43540|issue:44514", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43388|issue:43688", + "issue:41950|issue:43475", + "issue:43316|issue:43716", + "issue:43381|issue:43742", + "issue:16998|issue:22355", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43065|issue:44617", + "issue:44871|issue:45584", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:44077|issue:44534", + "issue:44936|issue:45698", + "issue:43295|issue:44871", + "issue:44734|issue:45406", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43761|issue:44242", + "issue:43931|issue:44060" + ], + "prepared_review_unit_hash": "49c8292659c5a3e5985f932830cd32be43bd8129667f34ce9d1368ecbdb6d8b3", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35708, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of unrelated Transformers issues spanning model loading, multimodal processors, training/runtime regressions, and packaging/import problems. I did not find any soft pair that looks like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No true duplicate center stands out because the issues are largely unrelated. If one issue must serve as the anchor, issue 44534 is the broadest framework-level regression report and is more representative than the model-specific edge cases.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44534 is the best overall representative because it describes a general v5 regression with potentially wide impact, whereas most other items are narrow, model-specific, or packaging/import quirks.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Different models and failure modes: ESM2 workflow breakage vs a janus image-generation test failure." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Import-time IndentationError in DebertaV2Model is unrelated to the DeepSpeed ZeRO3 deque pop error." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a runtime-mode bug; Qwen3 MoE memory usage is a training efficiency issue." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal, but one is a video-input validation failure in Qwen3OmniMoe and the other is a batched apply_chat_template padding bug in Qwen2_5_VL." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/dependency backend omission is unrelated to Gemma3TextConfig API inconsistency." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failure are different concrete code-path problems." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering drops tuple labels; auxiliary-loss normalization is a separate model-loss bug." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video pipeline processor lookup and Sam3Video output attribute access are unrelated issues in different components." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy is not the same bug as an image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and MobileLLM key loading errors have no shared root cause." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to the PyTorch-missing ImportError." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer access regression is a different bug from an inaccurate pipeline error message about translation support." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as a Sam3Video CUDA OOM." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure after align_special_tokens are different tokenizer issues." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression affect different models and code paths." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocabulary causing collapse is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init policy and non-persistent buffer junk are separate v5 cleanup/regression topics, not the same bug." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "trainer.evaluate() after train() and wrong custom module loading after save_pretrained are distinct training vs serialization problems." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer access regression is unrelated to Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache continuation indexing bug and Gemma4Processor missing _tokenizer are different server failures." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a different root cause from checkpoint key naming/loading." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5 is not the same as rotary_pct silently resetting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loader argument handling and missing model_type in config.json are both loading-related but not the same concrete defect." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to missing load-balancing loss when output_router_logits=False." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load and Qwen3-Next tied-weights warning are different weight/config issues in different models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43335", + "issue:43388", + "issue:43550", + "issue:43575", + "issue:43644", + "issue:43650", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44190", + "issue:44220", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43575|issue:43742", + "issue:44617|issue:45584", + "issue:42617|issue:43575", + "issue:45563|issue:45584", + "issue:43906|issue:45290", + "issue:32090|issue:35141", + "issue:44521|issue:45381", + "issue:41720|issue:43575", + "issue:44479|issue:44734", + "issue:44933|issue:45362", + "issue:44464|issue:44871", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44464|issue:45563", + "issue:44792|issue:44977", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44938|issue:45542", + "issue:43388|issue:44079", + "issue:45127|issue:45357", + "issue:43650|issue:44220", + "issue:44855|issue:45588", + "issue:43761|issue:44743", + "issue:43335|issue:44855", + "issue:43976|issue:44855", + "issue:44077|issue:44079", + "issue:43644|issue:44913", + "issue:43550|issue:44190" + ], + "prepared_review_unit_hash": "54f36fec3d66d4c9620de38880d697f87a83b829be04ad064e4803965333a645", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36588, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft matches mostly share only broad subsystem keywords (generation, multimodal, loading, config) but not the same concrete bug. I would keep all soft edges rejected. If a single representative issue is needed, issue:44521 is the strongest canonical-style report because it is specific, active, and already externally referenced.", + "confidence": 0.89, + "canonical_issue_reason": "If forced to pick one representative issue, issue:44521 is the best canonical candidate: it describes a concrete multimodal chat_template bug, has inbound references, and is narrower/more actionable than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44521 is the highest-signal standalone bug report in the set: specific failure mode, clear scope, and existing references suggest it is the most suitable anchor issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failure modes: tensor-parallel OOM vs a loading KeyError." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: SAM3 video OOM versus Whisper empty-transcription generation failure." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A generic 3d_parallel.py execution problem is not the same as Qwen loading OOM." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning about num_return_sequences is unrelated to Whisper crashing on empty transcription." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "The first is only a reproduction of another issue; the second is a specific apply_chat_template crash, and there is no clear evidence they are the same bug." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError and embedding reinitialization in post_init are different code paths." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but assistant_mask generation and wrong vision_position_ids are distinct defects." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "A device-mapping cudaErrorAssert is not the same as a tensor-parallel OOM." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression for Qwen models and KV-cache continuation indexing are different concrete bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import and a Qwen3.5 chat crash are not the same underlying issue." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency and eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as a bad pipeline result for SigLIP2." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward generation inconsistency and a stale warning are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: Janus image-generation test failure versus Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers being junk-filled is not the same as rotary_pct not persisting on reload." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Device-mapping cuda asserts and category-count limit errors are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a no-trainer script is unrelated to loading a specific multimodal model." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test breakage and stale auto_mappings config references are different failures." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and tensorboard-without-TF backend error are different environment issues." + }, + { + "left": "issue:43388", + "right": "issue:44079", + "accept": false, + "reason": "Metric gathering dropping tuple labels is unrelated to ModelOutput key assignment when a previous key was None." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge/vocab collapse and incorrect visual-encoder save_pretrained keys are separate bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A vague request for data and an fbank feature extraction issue do not describe the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "A Python 3.13 IndentationError in DebertaV2Model is unrelated to flash_attention.py failing on s_aux=None." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen recurrent-state reset are different model-path bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and a DebertaV2 import parsing error are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "A broad Python-version compatibility complaint is not the same as the DebertaV2 JIT parsing failure." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "An optional post_init constraint issue is unrelated to ModelOutput None-key assignment." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk values and rotary_pct reload behavior are different configuration/state bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "A torch.compile SDPA model failure is unrelated to loading a local dataset in a training script." + } + ] + }, + "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": 14, + "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-15354-380", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43299", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44913", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45584", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:45276|issue:45584", + "issue:43116|issue:44190", + "issue:41950|issue:44016", + "issue:39692|issue:44190", + "issue:43479|issue:45375", + "issue:43295|issue:45276", + "issue:44734|issue:45632", + "issue:45245|issue:45584", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:44016|issue:44220", + "issue:44561|issue:45632", + "issue:44683|issue:45446", + "issue:42175|issue:44279", + "issue:38175|issue:43065", + "issue:44186|issue:44734", + "issue:45406|issue:45632", + "issue:44466|issue:44913", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:44964|issue:45600", + "issue:43295|issue:45335", + "issue:43299|issue:45216", + "issue:43976|issue:44987", + "issue:43673|issue:44336", + "issue:44112|issue:44964", + "issue:43531|issue:45600" + ], + "prepared_review_unit_hash": "4a521767983f6749dbb4722576c787278359467298185ed42c8b018cd90cdc40", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37342, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues: import/export regressions, multimodal model loading problems, pipeline/example bugs, config/serialization regressions, and CI/test flakes. I don\u2019t see a tight duplicate set, so I would not accept any soft-edge merges.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44964 is the broadest active user-facing regression in the set and is closest to the recurring latest-transformers multimodal loading failures, but the overall cluster is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the most representative anchor among these issues because it has a concrete reproduction, active discussion, and the widest apparent applicability within the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different bugs: Qwen3OmniMoe video-input handling vs transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both touch CI-related failures, but one is a GraniteSpeech test flake and the other is an auto_mappings reference cleanup issue." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated symptoms: Gemma4 resize_token_embeddings propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and different failure modes: multi-label classification output vs local dataset loading." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup bug vs notebook syntax error; no shared underlying code path." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script issues, but one is a SigLIP2 docs/model mismatch and the other is dataset loading for image classification." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-shape problems in multimodal models, but they concern different models and different config initialization behaviors." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma4 token embedding resizing behavior." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to trust_remote_code cache-path collisions." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "No overlap: category-count limit in embeddings vs Whisper generation after special-token alignment." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different import surfaces." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: tied lm_head weights in Mistral3 vs incorrect checkpoint serialization in Qwen3.5." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing names in different modules; no clear shared root cause." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to the audio feature-extraction failure." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "One is a removed-helper breakage for trust_remote_code models; the other is a local cache-path collision." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are flex_attention-related, but one is a compiled runtime failure and the other is a version-check/import issue." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "General dependency packaging complaint, but not the same backend-selection problem." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated model/runtime behavior: SigLIP2 zero probabilities vs a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is a processor API regression, not a cache-path collision." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/serialization persistence, but one is tied lm_head serialization and the other is GPTNeoX rotary_pct reload handling." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency and unsafe sys.modules access are related at most indirectly; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config-loading issues, but one drops fields under trust_remote_code and the other lacks model_type for an unrecognized model." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different Ministral failures: dequantized save_pretrained vs FlashAttention runtime on v5 RC." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken special-argument duplication." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading regression is unrelated to auto_mappings referring to removed Sam3LiteText configs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different resize_token_embeddings regressions with different affected code paths and models." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regressions, but one breaks model loading and the other breaks save_pretrained checkpoint correctness." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version support problem vs a model-loading failure on a specific package version; not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI terminal formatting are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test flake in GraniteSpeech is not the same bug as Phi-4 multimodal model loading." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings config references." + } + ] + }, + "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": 14, + "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-15354-380", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:43824|issue:44933", + "issue:44496|issue:45042", + "issue:43854|issue:44964", + "issue:43976|issue:44279", + "issue:43526|issue:43901", + "issue:45335|issue:45584", + "issue:43299|issue:45357", + "issue:44075|issue:44368", + "issue:44521|issue:45325", + "issue:43381|issue:45593", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:43901|issue:44496", + "issue:44242|issue:45200", + "issue:41950|issue:45020", + "issue:43479|issue:43525", + "issue:44462|issue:45081", + "issue:41950|issue:43650", + "issue:44496|issue:44877", + "issue:44683|issue:45542", + "issue:44297|issue:44462", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:44462|issue:44779", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:38175|issue:44617", + "issue:44016|issue:44291", + "issue:43450|issue:44279", + "issue:44261|issue:44263" + ], + "prepared_review_unit_hash": "04725aa6b5ec28fc0178e814ed68a65abbc80ab8b98ce0e27fd6c4e36afe14c2", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36976, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of distinct Transformers regressions, model-loading failures, tokenizer/processor bugs, and documentation issues. The soft pairs share broad themes, but they do not look like the same underlying bug or change.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45020 is the best umbrella candidate: it is an open, broad regression report about recent Transformers versions breaking remote-code model loading, which matches the cluster\u2019s recurring version/regression-loading theme better than the more model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most central and reusable issue for triage because it captures the broad regression pattern seen across several loading/import failures without being as narrowly tied to one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but one is a missing Qwen2.5-VL export and the other is an invalid image_utils import; different symbols and failure paths." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "One is model/config recognition failure; the other is PIL image processors incorrectly requiring torchvision. Same broad area, different bug." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading problems, but for different models and likely different root causes; not the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python/version compatibility issue versus a dependency issue report; too generic and not the same underlying defect." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Processor bug versus documentation/API mismatch; these are unrelated despite both involving image classification tooling." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings behavior and Whisper empty-transcription generation are different code paths and symptoms." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is loading failure and the other is save_pretrained serialization of visual encoder keys; different defects." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments not used is unrelated to a tied-embeddings warning in Qwen fine-tuning." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Chat-template mask generation and Qwen2.5-VL rope-index scaling are separate multimodal bugs." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated training-time issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained checkpoint correctness are different model-specific regressions." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "One missing export versus a broad import-error report; related theme, but not the same concrete failure." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Runtime compatibility issue versus an unreleased dependency-version bump; these do not describe the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch about return_all_scores is unrelated to a model/config loading failure." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss routing bug and mm_token_type_ids defaulting bug affect different models and logic." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup and remote_code model loading are different regression types." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config initialization bugs for different model classes; not the same underlying issue." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are separate tokenizer-loading defects." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "A substantive pipeline bug versus a non-informative placeholder issue; no shared bug." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config/model loading, but one is unknown model recognition and the other is strict config blocking granite_speech; different checks." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and tensorboard-without-TensorFlow are unrelated dependency/runtime issues." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch and tokenizer.json loading preference are separate serialization/loading problems." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "General dependency issue and unreleased PEFT version bump are not the same underlying defect." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different loading failures; too broad to merge." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both touch tokenizers, but one ignores a repository tokenizer.json while the other returns incorrect DeepSeek tokenization; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Documentation problems, but one is a SigLIP2 example with multiple runtime errors and the other is a stale pipeline doc note." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression versus incorrect DeepSeek tokenization; different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Sam3Video CUDA OOM are unrelated model/runtime issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument handling are completely different defects." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to a generic dependency issue." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Precision/config issue in MLA q_a_layernorm versus a torch.split return-value issue in GlmMoeDsaIndexer; 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": 14, + "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-15354-380", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43317", + "issue:43352", + "issue:43441", + "issue:43475", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44466", + "issue:44521", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45250", + "issue:45276", + "issue:45290", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:43723|issue:44162", + "issue:42994|issue:43317", + "issue:43065|issue:44898", + "issue:43441|issue:44683", + "issue:44466|issue:45276", + "issue:43650|issue:45290", + "issue:43262|issue:44521", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:43673|issue:43761", + "issue:44671|issue:44779", + "issue:43122|issue:43650", + "issue:43901|issue:43994", + "issue:43653|issue:45593", + "issue:42175|issue:43976", + "issue:44987|issue:45542", + "issue:44361|issue:45593", + "issue:43824|issue:43976", + "issue:44297|issue:45397", + "issue:43475|issue:44016", + "issue:43525|issue:43881", + "issue:45561|issue:45563", + "issue:43352|issue:45250", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:41628|issue:43976" + ], + "prepared_review_unit_hash": "e992243d7a35d6de35e2d869b22d648f6c0ea7792a032d4629175324e23739ba", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34989, + "estimated_input_tokens": 8748, + "estimated_eval_tokens": 17752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: the soft pairs span different models, subsystems, and failure modes, so none look like true duplicates. If one issue must stand in as a representative, 44521 is the strongest standalone report because it is detailed, reproducible, open, and already referenced by others.", + "confidence": 0.71, + "canonical_issue_reason": "No single canonical duplicate emerges from this mix of unrelated bugs. Issue 44521 is the best representative only as a practical stand-in: it is a concrete, reproducible regression with multiple inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest standalone bug report in the set: open, well-described, reproducible, and externally referenced.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both are loading regressions, but one is AutoTokenizer in v5 and the other is an ESM2/model-specific failure; different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized save failure vs dequantized offload load failure; opposite ends of the workflow and different root causes." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different vision model bugs with no shared concrete code path." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention FlashAttention, but one is model support gating and the other is a torch>=2.9 flex_attention compilation bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights vs resize_token_embeddings propagation; related theme, different bug." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated issue titles and failure modes; no shared underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant-mask generation." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "save_pretrained missing files vs from_pretrained with zero3 loading; different directions and failure mechanisms." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor serialization bug vs a data-filtering performance regression; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are backend/import errors, but one is missing nn on import and the other is TensorFlow backend detection without TensorFlow." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked_prefill bug vs CLIP hidden_states regression; different subsystems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT MLM output bug vs Deepseek tokenizer regression; different model families." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer regression vs an unrelated data request; no overlap." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch vs a model/pipeline inference bug; not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBird tokenizer special-token bug vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency issue vs Python version compatibility problem; distinct root causes." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "A specific model load failure vs a missing TensorFlow backend error; different bugs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs detection training-loss behavior; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Specific model import failure vs Python-version compatibility regression; different failure modes." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer serialization metadata bug vs model loading under zero3; not the same code path." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "Model output attribute bug vs a notebook syntax error; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing config attribute in one model vs load failure in another model; different issues." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race vs a stale generation warning; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific model unsupported by Flash Attention 2.0 vs a generic Flash Attention issue; not enough to be the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage deserialization error vs chat crash on Qwen3.5; different failure mechanisms." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs ANSI code emission in loading reports; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error vs a Python version compatibility bug; different underlying problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43066", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44617", + "issue:44661", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45542", + "issue:45561", + "issue:45593" + ], + "soft_pairs": [ + "issue:43295|issue:44617", + "issue:42491|issue:43299", + "issue:41950|issue:44220", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44462|issue:45356", + "issue:44661|issue:45542", + "issue:44246|issue:44496", + "issue:45003|issue:45561", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43673|issue:44561", + "issue:43526|issue:45003", + "issue:44336|issue:44485", + "issue:44162|issue:45200", + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:36246|issue:43596", + "issue:44295|issue:44749", + "issue:43441|issue:43540", + "issue:43066|issue:44779", + "issue:44877|issue:45375", + "issue:44987|issue:45459", + "issue:44779|issue:45292", + "issue:42886|issue:45229", + "issue:41628|issue:41950" + ], + "prepared_review_unit_hash": "6807feb3aee73e8946152fe25254ed5747d0ff7d3f1ed83663e1d5d0cdadcfc0", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36119, + "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 broadly heterogeneous: most items are unrelated Transformer regressions, import errors, tokenizer/config issues, or model-specific bugs. None of the soft pairs are close enough to confidently merge as duplicates, so I rejected all soft edges and treated issue:36246 as the best representative of the small import-error subgroup.", + "confidence": 0.58, + "canonical_issue_reason": "issue:36246 is the clearest representative of the recurring concrete import-error pattern in this set, and it is closer to the other symbol/import regressions than the more generic or model-specific reports.", + "canonical_pr_reason": "No PRs were provided in this cluster.", + "best_issue_reason": "issue:36246 is the best overall fit for the cluster\u2019s duplicate-like theme because it is a specific, user-facing import failure and sits closest to the small group of similar import regressions.", + "best_pr_reason": "No PRs were provided in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Different subsystems and symptoms: processor/tokenizer regression vs CUDA OOM in a video model." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Same broad Qwen3/MoE family, but the reported breakage differs enough that they do not clearly look like one underlying bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup vs audio feature extraction are unrelated code paths." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs intermittent import latency; no shared bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Both are doc/reporting issues, but they concern unrelated files and behaviors." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing loss terms, but they are different models and different conditions." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer/position_ids error vs Gemma-4 zero3 loading problem; not the same failure mode." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different tokenizer-codec behavior." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Model-mapping registration bug vs TensorBoard/TensorFlow backend setup issue." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown is unrelated to unrecognized-model config loading." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist file races are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Different Qwen model variants and different runtime failures." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different packages, symbols, and root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols from different modules; only the surface symptom matches." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both are v5 regressions, but the cache/chunked_prefill issue is distinct from removal of torch-fx helpers." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Label-reduction behavior in an image processor is unrelated to sys.modules access." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI escape handling in reporting is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage and Gemma-4 token-type defaults are different model-specific problems." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing auxiliary loss vs AMP/CUDA crash are different bug classes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency is unrelated to Gemma-3 eos_token_id configuration." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing processor class vs a deepspeed/BertModel IndexError are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer handling and post-upgrade slowdown are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 vs video-input validation in Qwen3OmniMoe are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type mismatch vs DeepSeek tokenizer incorrect results; not the same root cause." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but they affect different model configs and different missing-field behavior." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading on transformers>=5.1.0 and hidden tokenizer errors from missing protobuf are separate issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression vs resize_token_embeddings not updating output embeddings are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading and multi-GPU CUDA OOM are different failure modes." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Missing AutoImageProcessor import and video pipeline image-processor lookup are related only broadly, 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": 14, + "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-15354-380", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42673", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43704", + "issue:43901", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45278", + "issue:45292", + "issue:45335", + "issue:45356", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701" + ], + "soft_pairs": [ + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:43065|issue:43408", + "issue:43901|issue:45003", + "issue:44995|issue:45200", + "issue:43232|issue:44336", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:44995|issue:45588", + "issue:43262|issue:44246", + "issue:44368|issue:45563", + "issue:44466|issue:45335", + "issue:44368|issue:44977", + "issue:43673|issue:44734", + "issue:45397|issue:45656", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:43673|issue:45278", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:28282|issue:30990", + "issue:42673|issue:43704" + ], + "prepared_review_unit_hash": "6612f2d1bbb3029566ad87ce03bfb80f9571cf59310771857b177d4c67470ec2", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36680, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge looks like a true duplicate: the two Qwen3ForCausalLM VRAM leak reports. The rest share broad areas (generation, tokenizers, DeepSpeed, SAM3, etc.) but describe different concrete bugs or regressions.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the earlier, more detailed report of the exact same Qwen3ForCausalLM VRAM leak, and it already has more discussion/context than issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative issue for the accepted duplicate pair: it is the canonical bug report, older, and has the fuller discussion trail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings bug vs Whisper empty-transcription generation failure; different code paths and symptoms." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize/serialization behavior vs version-dependent tokenization changes; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation detail and the other is a model-type warning; different underlying issues." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access in modeling_utils; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale second-forward cache crash vs missing default mm_token_type_ids; different failures." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus vs ANSI codes in loading_report; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is MOE weight conversion during loading and the other is a ZeRO3 deque underflow; different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading error vs unsafe sys.modules access; not the same issue." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning vs optional post_init support policy change; different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs ESM2 being broken; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 VisionEncoderOutput missing an attribute vs Qwen3OmniMoe video-input ValueError; different problems." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache crash vs flash-attention AttributeError on s_aux=None; different failures." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate default bug vs import-time slowdown; unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tied-embeddings warning text vs paged-generate stale num_return_sequences warning; different warnings." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern embedding weights, but one is device-dependent serialization and the other is resize_token_embeddings not updating decoder.embed_tokens; different bugs." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing image_utils import vs protobuf exception masking tokenizer errors; unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash on trailing replacement character vs Kimi-K2.5 codec-handling regression; similar area, different bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque pop error vs stale auto_mappings references to removed configs; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Model weight-shape mismatch vs tied-weights warning; not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Generation cache missing in chunked prefill vs broad import errors after upgrade; different scope and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but one is sync_gpus kwargs handling and the other is missing GenerationMixin cache in chunked prefill; different code paths." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch vs processor.save_pretrained missing files; related API surface, different bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformers 5.0.0 custom model init regression vs ESM2 breakage; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs a performance regression after version upgrade; different problems." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor files on save vs optimizer.step being called twice under DeepSpeed; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch import error vs Sentence Transformers loading hang; different failures." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact Qwen3ForCausalLM VRAM leak report in multiple dataloader threads; same underlying bug and same fix candidate." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 Zero3 from_pretrained issue vs double optimizer-step under DeepSpeed; different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The accepted duplicate pair is well grounded: the two Qwen3ForCausalLM issues have identical titles, overlapping symptoms, and the older thread is the better canonical representative. The remaining soft-edge verdicts stay conservative and are supported by the packet-level titles/descriptions; none overstate duplication or mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43479", + "issue:43482", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43673", + "issue:43873", + "issue:44038", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656" + ], + "soft_pairs": [ + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:42371|issue:45092", + "issue:44749|issue:45656", + "issue:44038|issue:44623", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:45230|issue:45397", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:43475|issue:44661", + "issue:45362|issue:45375", + "issue:43873|issue:44945", + "issue:42831|issue:44222", + "issue:43232|issue:44188", + "issue:42222|issue:45200", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:44164", + "issue:44038|issue:45310", + "issue:43526|issue:45561", + "issue:36010|issue:41628", + "issue:44496|issue:45561", + "issue:43673|issue:44188", + "issue:43504|issue:45561", + "issue:43377|issue:44242", + "issue:43232|issue:44792", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43479|issue:44079" + ], + "prepared_review_unit_hash": "c60c1db150050724f354a4526abc11ed255e47693d0cd356da872a8667e9b13f", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37335, + "estimated_input_tokens": 9334, + "estimated_eval_tokens": 18924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a set of mostly unrelated Transformers issues spanning imports, model configs, generation, quantization, and tokenizer behavior. None of the soft pairs look like true duplicates of the same underlying bug/change; several are only loosely related by model family or subsystem.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45310 is the clearest concrete bug report in the set and a plausible representative of the Qwen3.5-Moe from_pretrained failure family; it is more specific than the vague or broader tickets.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest single issue to anchor triage because it has a concrete, reproducible model-loading failure and a narrow title that maps to a specific code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Both mention post-upgrade regressions, but one is a slow data-filtering/performance issue and the other is a Qwen3.5-Moe from_pretrained error; different bugs and code paths." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Saving a quantized model and loading a Qwen2.5-GGUF model are opposite operations with different failure modes; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are unrelated issues." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A tokenizer/data-processing slowdown is unrelated to a DeepSpeed optimizer step being called twice." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading problems and processor.save_pretrained missing files are different failure points and not the same defect." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A missing vision output attribute in SAM3 and missing config fields with trust_remote_code=True are different object shapes/code paths." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-Moe related, but one is a missing config field silently dropped while the other is a from_pretrained loading error; related family, not the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The first report is too vague to establish identity, and the second is a Gemma-4 ZeRO-3 from_pretrained issue; no clear duplicate evidence." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 vision output attribute loss and Qwen2.5-VL video position-id errors are different model-specific bugs." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import/export problems, but they concern different symbols and APIs; not the same missing-export bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "One is a from_pretrained failure and the other is a missing config field in a vision config; same model family but not the same underlying bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "A tokenizer regex patch crash and an auto-docstring annotation crash are unrelated implementation bugs." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model save failure and missing pad_token_id on Llama4Config are separate config/save-path issues." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3 output attribute handling and add-new-model-like tokenizer mapping failures do not share the same code path." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "A chat crash for Qwen3.5-35B is different from a config field being dropped in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallel LLM output correctness are different runtime problems." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy drift and FP8 save_pretrained for MoE are distinct FP8-related issues, not one bug." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs sync issues and attention-kernel divergence under torch.compile are unrelated generation internals." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose model loading and Gemma 4 mm_token_type_ids defaults are different multimodal-model bugs." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but they involve different missing names (AutoImageProcessor vs HybridCache) and different fixes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Saving FP8 MoE weights and a Qwen3.5-Moe from_pretrained error are different failure modes." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Quantized save failure and extra_state handling in save/from_pretrained are both persistence-related but not the same underlying defect." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe loading and Qwen3.5-Moe loading are different model families and different failure reports." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to a pytest-xdist race in testing utilities." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different public symbols and likely different resolution paths." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "An unrecognized model/config loading issue is unrelated to a captured_info.txt race in test workers." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Missing GenerationMixin cache during chunked prefill and attention-kernel branching divergence are different generation bugs." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A Beit pretrained-model preset loading bug and a testing utility race are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI encoder batch-vs-single output mismatch from padding-mask handling is unrelated to MoE router loss logic." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs synchronization and a janus image-generation test failure are not the same issue." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer clean-up-space behavior and add_special_tokens BOS/EOS behavior are separate tokenizer regressions." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A Sentence Transformers loading hang and token-embedding resizing reinitialization are unrelated model-init issues." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Default multimodal config initialization and ModelOutput key assignment with None are different object-construction 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": 14, + "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-15354-380", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44448", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45459", + "issue:45656" + ], + "soft_pairs": [ + "issue:43479|issue:44869", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:44964|issue:45137", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:43278|issue:45137", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:44734|issue:45103", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:30333|issue:33290", + "issue:42898|issue:44448", + "issue:41628|issue:45459", + "issue:44295|issue:45656", + "issue:42898|issue:43295", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44442|issue:45459", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:22355|issue:28282", + "issue:41628|issue:42757", + "issue:44263|issue:44360", + "issue:44297|issue:45310", + "issue:30333|issue:36331", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:44263|issue:45092" + ], + "prepared_review_unit_hash": "456bf06986ef0157c2922ccc662d6f2fb39e4a2c28faf97514a1acba23b93f97", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37248, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated import errors, tokenizer regressions, multimodal/model-loading bugs, and DeepSpeed/training issues. I found no true duplicate pairs to accept, and there is no single canonical issue/PR for the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items do not share one underlying bug or code path, so a single anchor would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for duplicate triage; the set is too mixed to represent one problem. If forced, an open model-loading regression like issue:44964 is more actionable, but it is not a cluster center.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different bugs: Phi-4 multimodal config init vs Whisper trailing-replacement decode crash." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated failures: Python version/support issue vs a missing image_utils import." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Different subsystems and symptoms: backend extras install vs image_utils import regression." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading incompatibility vs DeepSpeed ZeRO3 deque error; no shared code path." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence vs a docstring mismatch; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission vs Qwen3.5 MoE from_pretrained error; different serialization/loading issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import problems with different packages/models and root causes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but on different models and behaviors; not one concrete defect." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16/FP32 evaluation dtype drift is unrelated to a ZeRO3 deque underflow." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regressions, but the model-specific codec regression is distinct from clean_up_tokenization_spaces changes." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen family issues: tied-weights warning vs missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache tensor indexing crash is unrelated to auto-docstring annotation parsing." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both are multimodal-related, but one is a missing image-patch method and the other is meta-init compatibility for old remote-code checkpoints." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to an Adafactor OOM in DeepSpeed." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup behavior vs model output divergence between v4 and v5 are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Different import errors from different dependencies and failure modes." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to DeepSpeed double optimizer stepping." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve processors/tokenizers, but the breakages are different API regressions." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained and tokenizer_config save_pretrained are unrelated serialization issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata mismatch is unrelated to optimizer stepping twice." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config-default initialization bug vs non-persistent buffer junk values; different code paths." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer class loading failure is not the same as protobuf-masked tokenizer decode errors." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue is unrelated to missing files in processor.save_pretrained." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention saving, but one is MoE FP8 model persistence and the other is processor file output." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor crash from unsupported argument is unrelated to auto-docstring annotation handling." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import/dependency problems: missing transformers.onnx module vs missing PyTorch backend." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different libraries; not duplicates." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same general component name, but one is a split/unpacking issue and the other is a missing ReLU; not the same defect." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug is unrelated to the 50GB shard-size question." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attention generation failure are different code paths." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior is unrelated to InternVL2 remote-code meta-init incompatibility." + } + ] + }, + "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": 14, + "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-15354-380", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44623", + "issue:44704", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593" + ], + "soft_pairs": [ + "issue:44483|issue:45406", + "issue:30333|issue:34689", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:44261|issue:45092", + "issue:44514|issue:45103", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:43479|issue:44913", + "issue:45092|issue:45357", + "issue:43723|issue:44442", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:44263|issue:44373", + "issue:43756|issue:44060", + "issue:43232|issue:45593", + "issue:43576|issue:43784", + "issue:43122|issue:44521", + "issue:42886|issue:43066", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42907|issue:44945" + ], + "prepared_review_unit_hash": "d70436ebcc528f04e3ab7ea0afa69e365c39d22ac42cc717972ffe6957fe6f33", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36113, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions. The soft matches are largely superficial similarities around loading/import/config codepaths, but none look like the same underlying bug or change. No pull requests are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43723 is the broadest, most user-facing loading regression in the set (AutoTokenizer.from_pretrained in v5), but the items do not form a true duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best representative only in a loose sense because several other items are nearby tokenizer/import failures; however, the cluster is too heterogeneous for a strong canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different surfaces: chat-completions API rejection vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job reporting vs Llama 3.2 vision model-loading failure; unrelated bugs." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch import dependency error vs MLflow reporting on failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Job-status reporting bug vs embedding resize/post_init weight reinitialization." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access issue vs processor.save_pretrained missing files; different codepaths." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mistake vs GLM-5 RoPE implementation bug; not the same issue." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Precision/config note for MLA q_a_layernorm vs meta-init incompatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Multimodal chat template crash vs auto_docstring AttributeError from future annotations." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Generic tokenizer loading regression vs Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but for different models and failure modes; no shared root cause shown." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config defaulting bug in Phi4Multimodal vs rotary_pct not persisting in GPTNeoXConfig." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code/meta-init incompatibility vs incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer loading failures for different tokenizer classes; not enough to unify." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Loading hangs in Sentence Transformers vs unexpected zero probabilities in SigLIP2 inference." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache tokenization failure vs quantized model saving failure." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor export vs missing Qwen2_5_VLForConditionalGeneration export; separate import bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression vs Qwen3-VL-Moe bug; different problems." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific huggingface_hub import error vs broad Transformers v5 import failures; too vague to merge." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split behavior bug vs docstring correction for position_ids." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer dropping vs Qwen3-Next tied-weights warning; unrelated model issues." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs sync bug vs D-FINE auxiliary-loss issue." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "transformers env CLI regression vs sentence-transformers import NameError." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization changes across versions vs multimodal assistant_masks all-zero bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache failure vs wrong tokenizer decoder type in v5." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API migration warning vs GlmMoeDsaIndexer torch.split issue." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES/from_pretrained assumption bug vs AutoProcessor cached_file kwargs propagation bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs MacOS bus error on CLIP model." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save failure vs incorrect output under pipeline parallelism." + } + ] + }, + "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": 14, + "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-15354-380", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:43976|issue:44945", + "issue:44704|issue:45290", + "issue:43122|issue:44514", + "issue:43232|issue:44743", + "issue:44295|issue:44297", + "issue:39401|issue:44488", + "issue:43408|issue:43475", + "issue:43232|issue:45245", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44261|issue:44373", + "issue:29127|issue:30990", + "issue:43122|issue:44779", + "issue:43116|issue:45200", + "issue:42371|issue:42831", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:44038|issue:44295", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:43992|issue:44704", + "issue:42757|issue:44351", + "issue:42907|issue:44222", + "issue:43122|issue:44977", + "issue:43278|issue:44945" + ], + "prepared_review_unit_hash": "7c880a32e575767c192f79e8912a9c7b6fbde3c73b3be576db97e46f2c6cecd0", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36881, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers regressions, import errors, tokenizer issues, and model-specific bugs. None of the soft pairs are close enough to treat as the same underlying fix, so I would keep them separate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43824 is the best representative anchor because it is a concrete import regression with the strongest cross-link signal in the set; the rest of the items are too heterogeneous to form a single true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the most suitable issue to anchor triage: specific, high-signal, and broadly relevant compared with the more niche or ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Both mention generation/runtime problems, but one is a Python version compatibility issue and the other is incorrect pipeline-parallel LLM output; different bugs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both involve processor/chat-template code paths, but one is about kwargs not reaching cached_file and the other is a crash on assistant tool-call messages." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer behavior is involved in both, but one is a version-to-version tokenization change and the other is a batched apply_chat_template padding crash." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache internals, but the reported failures are different: sync_gpus kwarg handling versus recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "These are unrelated save/load issues: one concerns reading a registered position_ids buffer, the other a tokenizer_class mismatch in tokenizer_config.json." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Both are model/tokenizer complaints, but one is an offset_mapping bug and the other is a load failure for a specific tokenizer/model artifact." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 Video family, but one is a config/model-type warning and the other is a missing attribute on Sam3VisionEncoderOutput; not the same concrete bug." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwarg handling and a category-count runtime limit are unrelated problems." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different model-family errors: dequantized save failure versus invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a single missing AutoImageProcessor export and the other is a broad upgrade breakage report with many possible causes." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and SAM3 auto-mapping CI breakage are distinct failures." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and a GLM-5 RoPE implementation issue are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve Qwen tokenizer/chat-template behavior, but one is offset_mapping and the other is assistant_masks being all zero for multimodal inputs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are different model behavior bugs." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "One is a missing config.rms_norm_eps causing precision mismatch; the other is a wrong docstring for position_ids." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a generic tokenization change across versions and the other is a Deepseek tokenizer correctness bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification empty results and Gemma 4 mm_token_type_ids defaults are different example/model configuration issues." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy regression are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading/version issue and tokenizer save metadata mismatch are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different affected models and failure modes: save_pretrained on dequantized models versus loading Phi-4 multimodal instruct." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE/quantization themes, but one is a load regression and the other is an FP8 save_pretrained problem." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different upstream breakages; not a single duplicate fix." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is checkpoint saving and the other is from_pretrained loading; too different to merge as one bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor kwargs forwarding are separate issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "These are different missing-import complaints from different modules and symbols." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both concern saving models, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE saving; different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer/generation-adjacent Qwen3.5 reports, but one is a tokenization version change and the other is flash-attention generation failure." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift during evaluation and incorrect output under pipeline parallelism are unrelated behaviors." + }, + { + "left": "issue:44038", + "right": "issue:45290", + "accept": false, + "reason": "Qwen3-VL-Moe loading/version regression and chat-template crash on tool-call messages are different failures." + }, + { + "left": "issue:43116", + "right": "issue:44521", + "accept": false, + "reason": "Classification example script behavior and multimodal assistant_masks generation are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44261", + "accept": false, + "reason": "A SAM3 model-type warning and an MLA q_a_layernorm precision/config issue do not share the same underlying bug." + }, + { + "left": "issue:44295", + "right": "issue:44360", + "accept": false, + "reason": "A buffer access problem and a missing ReLU in the DSA indexer 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": 14, + "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-15354-380", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44291", + "issue:44485", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:43784|issue:45446", + "issue:42222|issue:43441", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:43064|issue:43673", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:43116|issue:43825", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:45083|issue:45446", + "issue:39401|issue:44779", + "issue:43931|issue:44945", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:42673|issue:43906", + "issue:45341|issue:45561", + "issue:45405|issue:45446", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:39401|issue:43421", + "issue:44829|issue:45216", + "issue:38617|issue:41628" + ], + "prepared_review_unit_hash": "be34952fbb8ab53def645b932d2d395d2e9e21eb0be92fa7228340ff3fc07d44", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically related by Transformers v5 regressions and import/model-loading failures, but the items are mostly distinct bugs rather than true duplicates. The broadest umbrella issue is the generic import-regression report, while the rest are specific model- or feature-level failures.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster because it describes multiple import failures after upgrading to v5.5.0, which is the closest umbrella among these largely unrelated regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best single issue to represent the cluster because it is the most general and central v5 import-regression report; the other items are narrower, unrelated concrete failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Both are import/version-related failures, but they affect different symbols and code paths; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and different failure modes (VitPose breakage vs FlashAttention on Ministral-3)." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated subsystems and symptoms: VRAM leak in dataloader threads vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is an umbrella report about many import errors; 38617 is one specific missing import. Related theme, but not the same underlying bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model prefix, but one is a GenerationConfig validation error and the other is a RoPE implementation discussion." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different training/loading paths and different symptoms; not plausibly one merged fix." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No shared concrete bug: missing module import vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance and a missing image-patch helper are unrelated issues." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Different models and different correctness bugs; only a broad NLP/modeling similarity." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer post-train evaluation failure are distinct code paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Both mention version compatibility, but they concern different dependencies and different checks." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3 MoE-related, but they describe different failures (v5.0/Qwen3-VL-Moe vs from_pretrained error on Qwen3.5 Moe)." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained FP8 behavior and from_pretrained loading failure are different concrete bugs." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug and pipeline doc/error-message mismatch are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Different generation issues: invalid GenerationConfig vs stale warning for num_return_sequences." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extraction helper behavior and PyTorch version-check logic are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer models and different incorrect outputs; not the same underlying defect." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Weight-shape loading mismatch and pipeline-parallel output corruption are distinct failure modes." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug and flash_attention s_aux handling are unrelated code paths." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline APIs and a PyTorch version check bug are not the same issue." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different symptoms; both are generation-related but not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "43906 is an isolated reproduction of another issue; nothing indicates it is the same VRAM leak." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing_utils.py, but one is a generic bug report and the other is a specific xdist race; insufficient evidence they are the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue and a PyTorch import-version check are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but they affect different objects and code paths: init_empty_weights loading vs PretrainedConfig type checking." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug and AutoProcessor crash without torchvision are distinct failures." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing exports and different call sites." + } + ] + }, + "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": 14, + "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-15354-380", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45081", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:44410|issue:45310", + "issue:44117|issue:45081", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:42673|issue:43582", + "issue:43937|issue:44496", + "issue:42673|issue:43577", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:44483|issue:45464", + "issue:43012|issue:43577", + "issue:42617|issue:45341", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:44484|issue:45478", + "issue:44410|issue:45478", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43986|issue:44484", + "issue:43931|issue:44410", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:43931|issue:44038", + "issue:44117|issue:44987", + "issue:43097|issue:43452" + ], + "prepared_review_unit_hash": "9cf55afc2d22aa12ebbb3030f7629cf459c83e6baa0f0cab4afaca34de0ff21d", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "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 mostly a grab-bag of distinct Transformers v5 regressions and upgrade breakages (imports, model loading, tokenizer behavior, API changes). The soft pairs are usually only related by broad subsystem/version, not the same underlying bug, so I would not merge them as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring post-upgrade import/regression theme, though it is not a true duplicate of the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best umbrella issue for triage because it captures the widest version-upgrade import breakage pattern seen across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different concrete failures: missing projections in qwen3next vs a Qwen3.5-MoE from_pretrained loading error." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer internals, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5-MoE loading failure." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA rms_norm_eps precision mismatch are separate issues." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_tracker/sam3_video is not the same as a KeyError loading MobileLLM-125M." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and missing TensorFlow backend are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leakage across dataloader threads is a different code path from Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is not the same as unrecognized model_type / config.json loading failure." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in multithreaded dataloading is unrelated to dtype remaining float32 on BLIP2 load." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Package extra dependency resolution is not the same bug as broken VitPose model loading." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError from configuration_utils and _torch_extract_fbank_features are separate failures." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific nonexistent import from image_utils is broader-related only in that both are import problems after upgrade." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general request rejection and the other is a streaming inference failure on a specific model." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time precision warning is not the same as BLIP2 components staying float32 on load." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running 3d_parallel.py and a bug in testing_utils.py are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and deepspeed causing double optimizer steps are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type regression and different tokenization output are related only at a very high level; not the same concrete defect." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill behavior is unrelated to testing_utils." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard sizing is unrelated to Qwen3.5-MoE from_pretrained errors." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-family issues, but the missing projections bug and the MoE loading bug are different code-path problems." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches in GLM46V image processor is unrelated to MLA layernorm epsilon precision handling." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API and unexpected position-id keys are separate v5 regressions." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and protobuf-hiding tokenizer errors are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention load failure for Ministral-3 is not the same as degenerate training with flash_attention_3." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "bfloat16 precision warning during compile and sam3 tracker/video model-type warning are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is not the RoPE implementation bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure is not the same as PreTrainedConfig type-checking breakage." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Config type checking regression and missing TensorFlow backend are different failures." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision video-model loading crash is unrelated to max_shard_size behavior." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading problems." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model AutoProcessor crash and testing_utils are separate issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL shape mismatch and Qwen3-VL-Moe bug are related by model family only, not the same defect." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and loading physical-intelligence/fast failures are not the same code-path problem." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder and gguf_file breaking from_pretrained 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": 14, + "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-15354-380", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43335", + "issue:43352", + "issue:43381", + "issue:43408", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43901", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588" + ], + "soft_pairs": [ + "issue:43408|issue:44368", + "issue:43335|issue:45071", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:44704|issue:45103", + "issue:43097|issue:45588", + "issue:43986|issue:44117", + "issue:43502|issue:43992", + "issue:43824|issue:43986", + "issue:43097|issue:43873", + "issue:43825|issue:44655", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43992|issue:44484", + "issue:43097|issue:43901", + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:44380|issue:45479", + "issue:42907|issue:44655", + "issue:43208|issue:43550", + "issue:43352|issue:43976", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "0580941e963835b72009d708b2a34d9ce123b8422d8de1dc8086282e3f64d353", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37630, + "estimated_input_tokens": 9408, + "estimated_eval_tokens": 19072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly separate Transformers regressions across different subsystems and models; none of the soft pairs look like the same underlying bug/change closely enough to merge. The closest cluster center is a broad v5 API regression issue, but overall duplicate confidence is low.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43097 is the most central of the set: it concerns a broad v5 core-API regression, has the most soft links, and is more representative than the narrower import/attention/model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall issue candidate for the cluster because it is the broadest and most connected issue; not a true duplicate hub, but the closest representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-style reports, but they concern different model families and different warnings; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "One is a SwitchTransformersConfig edge case, the other is a general PretrainedConfig type-checking regression; distinct failures." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-family bugs in different components; the symptoms and code paths do not match." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version compatibility failure versus config type-checking breakage; unrelated regressions." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Different errors in different paths: FlashAttention training degeneration vs category cardinality limit." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both involve loading processors/models, but one is a missing torchvision dependency and the other is a mistral_common import break; not the same underlying issue." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but for different missing symbols from different modules and likely different fixes." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training-stack problems: distributed optimizer-state corruption versus Liger Kernel not applying with model_init." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM-related issues with different root causes; one is missing eps config, the other is RoPE implementation." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-family config/model bugs, but they affect different architectures and missing fields/projections." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Related model family, but one is a broader Qwen3-VL-Moe issue and the other is a specific missing projection bug in qwen3next." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but they concern different API names and different breakpoints." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction bug versus tokenizer mapping assumption bug; different code paths." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "One is a removed config attribute warning/regression; the other is a flash_attention integration crash on s_aux=None. Different problems." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor loading with missing torchvision versus tokenizer mapping None-handling; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and missing embed_tokens.weight during load are different loading bugs." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Top-level model import failure versus AutoProcessor/torchvision crash; separate issues." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings config behavior and quantization offloading problems are distinct." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task messaging and pipeline save_pretrained behavior are different features." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not match as the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-backend issues on different models; not a single fixable code-path problem." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights versus shard-size defaults are unrelated save/load behaviors." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Config removal warning and stale pipeline docs about return_all_scores are different issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warning semantics in different model contexts; not the same defect." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Bfloat16 precision warning and torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading bug versus gradient-checkpointing eval-mode restriction; distinct topics." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored under backends and zero-loss sequence-classification degeneration are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different save paths." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different model-specific bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support warning and Python-version compatibility failure are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are separate 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": 14, + "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-15354-380", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44220", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45593" + ], + "soft_pairs": [ + "issue:43618|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:36683|issue:43582", + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:44220|issue:44655", + "issue:42994|issue:44655", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:44263|issue:45440", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:43066|issue:45381", + "issue:43976|issue:44938", + "issue:36683|issue:43525", + "issue:36010|issue:42757", + "issue:43064|issue:44492", + "issue:44188|issue:44380", + "issue:43352|issue:45593", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43010|issue:45278", + "issue:43352|issue:43931" + ], + "prepared_review_unit_hash": "0f410c4c1563418dd8798a8da3031683b72c047b14329408ef0083499e0a3781", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36610, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grab-bag of Transformers regressions and import/model-loading issues rather than one duplicate set. The closest umbrella is the broad import-error report after upgrading to 5.5.0, but most pairings are different concrete bugs.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set: a generic post-upgrade import-failure report that can plausibly subsume several other import-related regressions. The rest are mostly model-specific or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative because it is the most general, upgrade-wide import regression and sits closest to the repeated import-error theme in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention code, but one is a CLIP output regression and the other is GPT-2 attention scaling under SDPA/FlashAttention; different models and different failure modes." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different subsystems: xLSTM training bugs vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is an API request rejection in /v1/chat/completions, the other is a chat-template batching crash; related area, but not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated errors: Gemma3Config missing vocab_size vs Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one concerns attentions and the other hidden_states; too different to treat as the same concrete bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both are compile-related, but one is a warning and the other is a hard flex_attention failure on newer torch; different code paths." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but from different libraries and symbols; not the same underlying breakage." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL/MoE, but one is model loading regression and the other is fp8 inference support; not mergeable as one fix." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat/completions handling, but one is endpoint acceptance and the other is apply_chat_template with tool-call assistant messages." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are load/save-ish failures, but one is Qwen3-VL-Moe loading and the other is a sorted state_dict load error; different triggers." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Different issues in different layers: request validation vs Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError from transformers.configuration_utils vs API calls happening despite local_files_only=True; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug vs GLM-5 RoPE implementation discussion; same broad topic, but not the same specific defect." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs inability to save Pipeline objects; documentation and serialization are distinct." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to SAM 3 Video missing fpn_position_embeddings." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction bug vs pipeline save_pretrained failure; no shared code path." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline save_pretrained failure are both save-related, but they are different save flows and likely different fixes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern checkpoint/loading, but one is load failure from state_dict ordering and the other is incorrect Qwen3.5 save_pretrained output." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron Flash Attention 2 support vs GLM-5 GenerationConfig validation; unrelated bugs." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but they affect different model implementations (GLM MoE DSA indexer vs DeepseekV3MoE divergence)." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init validation vs GPT-2 attention scaling under backend-specific attention; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute error vs PatchTSMixer config validation change; different bugs." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type regression vs Qwen2.5-VL video position ids; different components." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility complaints, but they target different Python versions and likely different root causes." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different config attribute missing errors for different models; not the same underlying issue." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different packages and symbols, so they are not duplicates." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state bug vs a cache-strategy typo; no shared bug." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention/torch.compile, but one is kernel divergence from branching and the other is ignored scaling config; different defects." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Nemotron Flash Attention support and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression vs Qwen3.5 checkpoint corruption; different models and code paths." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs missing load-balancing loss when output_router_logits=False; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer update should use no_grad is unrelated to the broad import errors in 45278." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failures: Flash Attention support vs Qwen3-VL weight-shape 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": 14, + "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-15354-380", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:44355|issue:44855", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44360|issue:45440", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:43867|issue:44484", + "issue:36296|issue:43575", + "issue:43618|issue:44857", + "issue:43618|issue:45588", + "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:42890|issue:45341", + "issue:43010|issue:44075", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:30990|issue:31795" + ], + "prepared_review_unit_hash": "96a4abaaa9d7821020b68f204114acf29c3d211f3e9ff3e5286f74df18628687", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37073, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly a loose family of Transformers loading/import/runtime regressions, but the proposed soft pairs usually point to different models, environments, or code paths rather than the same underlying bug. I would not merge any of the soft edges.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43723 is the best representative of the cluster\u2019s main theme: a concrete, user-facing loading regression in a core public API (`AutoTokenizer.from_pretrained`).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the strongest single exemplar of the broader import/load regression cluster because it is specific, practical, and centrally about model/tokenizer loading behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and symptoms: UMT5Encoder missing `embed_tokens.weight` vs Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import cost, but one is a code cleanup/perf issue and the other is an intermittent slow-import report; not the same concrete bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting load failure and a missing config field in Qwen3.5-VL are unrelated failures." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3 config attribute error and FSDP2/PEFT optimizer-state corruption are different layers of the stack." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a TorchScript parser/IndentationError are different mechanisms." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness from missing `set_seed()` is unrelated to xdist file races in testing utils." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load failure and `PretrainedConfig` type-checking breakage are different regressions." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Loading a sorted state dict and saving incorrect visual encoder keys are opposite directions of the serialization path." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Same broad model family, but the concrete failures differ: missing encoder weights vs generic Qwen3.5 MoE load error." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "`@torch.no_grad` decoration on cache updates is unrelated to a Python-version compatibility issue." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in a DSA indexer is not the same bug as DeepSeekV3 implementation divergence." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 loading failure and Qwen2.5-VL video position IDs are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer `post_init` allowance are unrelated model-API issues." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Load failure on sorted state dicts is unrelated to the default `max_shard_size` question in `save_pretrained()`." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both involve tensor parallelism, but one is a training bug and the other is an OOM during loading; not the same code path." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different model subsystems and failure modes: CLIP output fields vs LwDETR AMP/CUDA crash." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Attention output regression and flash-attention crash on `s_aux=None` are not the same issue." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing import error and tokenizer-loading regression are different problems." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seed flakiness is unrelated to a specific multimodal model load failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A flaky integration test and a stale-device-override CI failure are different test issues." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing `set_seed()` in tests is unrelated to removed `Sam3LiteText` configs breaking auto-mappings." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only=True` network leakage is unrelated to `AddedToken()` keyword duplication." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both concern loading, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility after version upgrade; too broad to treat as the same bug." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A seed-related test failure is unrelated to a generic testing_utils bug." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "`no_grad` decoration on cache/layer updates and SGD argument handling are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save-pretrained behavior and missing `_tp_plan` for tensor parallelism are different MoE issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update decoration and a dummy `Conv2d` in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 CUDA memory growth and v4.57-to-v5 reload failure are different regressions." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but for different exported symbols and likely different root causes." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "`no_grad` decoration and generation kwargs syncing after `sync_gpus` are different code paths." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing tensor-parallel plan and a generic Qwen3.5 MoE `from_pretrained` error are related in topic but not clearly the same concrete bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading stall and forward-doc confusion 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": 14, + "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-15354-380", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542" + ], + "soft_pairs": [ + "issue:44355|issue:44749", + "issue:43502|issue:44485", + "issue:30333|issue:33453", + "issue:44315|issue:44360", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43299|issue:44556", + "issue:44355|issue:44655", + "issue:30333|issue:36296", + "issue:42831|issue:43874", + "issue:44222|issue:44230", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43827|issue:44961", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:41628|issue:42548", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:41628|issue:44355", + "issue:44273|issue:45003", + "issue:44261|issue:44360", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44556|issue:45092", + "issue:42371|issue:44492" + ], + "prepared_review_unit_hash": "43c672f933ba029ccef1e3530b471ef999b68937be56f43d9afaeebfc7d30a64", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39050, + "estimated_input_tokens": 9763, + "estimated_eval_tokens": 19782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs look like false positives rather than true duplicates; the set is mostly a grab-bag of unrelated Transformers regressions and docs/import issues. No PRs were provided.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43576 is the most central concrete bug in the set, with the most soft similarity links and a clearly user-facing v5 regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall issue anchor: specific, concrete, and the most connected candidate among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Completely different bug: compiled-file errors vs data-processing slowdown after upgrade." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated: local_files_only network leak vs GLM-5 RoPE implementation." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Different subsystems: MLflow training-job reporting vs tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel/model_init behavior is unrelated to DSA indexer ReLU." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache no_grad decoration and tie_word_embeddings warning are separate issues." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only API leakage is unrelated to FP8 save_pretrained behavior." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only networking bug is unrelated to 'racoon'." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL loading regression and v4.57->v5 reload incompatibility are different model-loading bugs." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file errors and pipeline save_pretrained are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Training-job MLflow reporting and tensor-parallel training bug differ." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and GLM46V patch-count AttributeError are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are distinct issues." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type-checking regression are different." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision loading break are not the same defect." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Hugging Face hub import and transformers env command are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to 'racoon'." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer-loading regression and tensor-parallel training bug are different failures." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env breakage and type-checking regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env breakage and Qwen2_5_VL import failure are different issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache bug and cache strategy typo are not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "layer_type_validation import error and env command breakage differ." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "'racoon' and Gemma4 audio positional encoding are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion and import error are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "env command breakage and HybridCache import failure are not the same." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and 'racoon' are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import and PreTrainedModel import are different missing symbols." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation and 'racoon' are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification docs are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "AutoImageProcessor import failure and compiled-file errors are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading and sys.modules access may be related, but the titles indicate different bugs." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA layernorm epsilon bug and DSA indexer ReLU are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading bug and TensorBoard-without-TF backend error are different." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files and generic bug report are not the same." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "env command breakage and checkpoint reload incompatibility are distinct regressions." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup and chunked-prefill cache bug are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe bug and missing _tp_plan for Qwen3_5Moe are different." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output issue and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "v4.57 checkpoint reload and InternVL2 meta-init incompatibility are different model-loading issues." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and cache strategy typo 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": 14, + "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-15354-380", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44077|issue:44861", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:41669|issue:43704", + "issue:43519|issue:44485", + "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:44261|issue:45468", + "issue:43606|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45341", + "issue:44492|issue:44998" + ], + "prepared_review_unit_hash": "a6ac5773ca405ce4a194331d723b621c9d193eef421d4eb9fcfd824cfc4123a7", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 41144, + "estimated_input_tokens": 10286, + "estimated_eval_tokens": 20828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated issues spanning tokenizer loading, model-loading regressions, import performance, docs, and assorted model-specific bugs. I did not find any soft pair that clearly represents the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single true canonical duplicate exists in this set; issue 44273 is the broadest ongoing loading-related report, but the cluster is not actually one bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 44273 is the best representative placeholder because it is broad, open, and closest to the few loading/import-related themes in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Different problems: SAM-HQ test seed flakiness vs scheduler kwarg handling." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor cached_file kwarg forwarding is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both touch import/lazy loading performance, but the reported bugs are not concretely the same." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning vs Liger Kernel/model_init behavior; unrelated code paths." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs Qwen3-VL bbox output bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support error vs Qwen3-VL output/formatting issue." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI in v5 is unrelated to scheduler kwargs." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler behavior and config type-checking are different bugs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is not the same as the generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access bug is unrelated to the generic report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance cleanup vs missing HybridCache import; different symptoms." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance issue vs a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallelism output error are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star cleanup is not the same as a cache strategy typo." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen versions and different failure modes." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "model_init/Liger Kernel behavior does not match flash_attention_3 training degeneration." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs referencing pipeline() are unrelated to scheduler kwargs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer loading regression; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "post_init acceptance rules vs tied-weight-key AttributeError are different issues." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-time slowdown and scheduler kwargs are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading in v5 vs Qwen3-VL bounding-box output bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "save_pretrained pipeline support and tied-weight-key crash are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken CLI command and lazy loading bug are not the same." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation bug vs Gemma-4 audio positional encoding issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance issue vs VRAM leak in dataloader threads." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL processor vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math is unrelated to scheduler kwargs." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Model.forward docs confusion vs Llama model loading breakage." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation issue vs flash-attention import error." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel model_init behavior is not the same as remote-code/meta-init incompatibility." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in threads vs RoPE implementation bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and VRAM leak are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests vs Qwen3VL timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp bug and VRAM leak are different failures." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values bug vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA layernorm epsilon precision issue vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak and testing_utils bug are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 related, but the concrete failures differ and are not clearly the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and the unrelated placeholder issue have no overlap." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key AttributeError and chat-template tool-call crash are different paths." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unemployment placeholder issue is unrelated to testing_utils." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and unrelated placeholder issue are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "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-15354-380", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44998", + "issue:45310" + ], + "soft_pairs": [ + "issue:43618|issue:44998", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "2d4500210bd28743176ced9eb3e4b6a90a7cd3088a796cb20024674e50eb3226", + "component_budget": { + "node_count": 380, + "item_count": 380, + "soft_pair_count": 1423, + "serialized_chars": 733782, + "estimated_input_tokens": 183446, + "estimated_eval_tokens": 367148 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 12, + "serialized_chars": 12581, + "estimated_input_tokens": 3146, + "estimated_eval_tokens": 6548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft edges mostly reflect generic transformer loading/config similarity, not the same bug. No PRs are present. Issue 31515 is the closest hub because it is the most broadly connected loading/checkpoint-related report, but it is not a true duplicate canonical for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 31515 is the broadest and most connected item in the set, centered on from_pretrained/checkpoint loading behavior, so it is the closest representative among these mostly unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "31515 is the best issue candidate only as a weak hub for the loading/checkpoint regressions; however, the cluster overall is too mixed to treat it as a real duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "Unrelated: CLIP attentions regression vs an unrelated miscellaneous issue; no shared bug or code path." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Versioned checkpoint reload failure is unrelated to the nonsensical 'Unemployment' issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is a config attribute issue; _get_tied_weight_keys crash is a separate helper bug." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tied-weights list handling are different failures in different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness is not the same as an ImportError for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained checkpoint performance and tensor-parallel training bug are distinct problems." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to checkpoint loading slowdown." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading regression and documentation confusion about input_ids/past_key_values are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3.5 MoE FP8 support and a from_pretrained error after v5.4 are not clearly the same concrete defect." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both mention loading, but tokenizer loading regression and slow checkpoint loading are different symptoms and likely different code paths." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and Qwen FP8 inference support are separate feature/bug areas." + } + ] + }, + "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": 14, + "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": "dd70c2886ee85a370cb5808444c1e2cc5382568bb9c929148a51cd56306a9972", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct feature-request issues in the same broad model-architecture support area, but they are not duplicates: one asks for Flash Attention 2 support, the other for GGUF support. The soft similarity is too weak to merge them.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 26350 is the stronger anchor for the cluster because it has much higher discussion activity and is the more established request, but it does not cover the separate GGUF request in 33260.", + "canonical_pr_reason": null, + "best_issue_reason": "26350 is the best representative issue only by activity and prominence; it is not a substitute for 33260 because the underlying feature requests are different.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: Flash Attention 2 support and GGUF support are different architectural features with different implementation paths; they are related only at a very broad subsystem level." + } + ] + }, + "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": 14, + "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": "6bb35bf04769b438ae5f78efaf8c437da1cc911ca40cac128b0a9e8a843ae5f9", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "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 repeated docs-translation tracking issues using the same template, but they appear to be separate language-specific requests rather than duplicates of the same underlying task. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "issue:27088 is the only concrete, language-specific report (Turkish) rather than a generic placeholder template, so it is the most defensible anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the most specific and actionable issue in the set; the others are generic template variants without a concrete language named in the title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Both are docs-translation requests, but there is no evidence they target the same language or the same underlying task; they look like separate localization issues." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same template, but 27088 is specifically Turkish while 44365 is just a generic translation placeholder; not the same concrete change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "These appear to be different language translation requests, not duplicates of one another." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "High textual similarity comes from the shared template, but there is no sign they are the same language or same translation effort." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Template duplicates only; the issues are not clearly the same underlying language-specific request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic translation placeholders, but nothing shows they refer to the same language or same work item." + } + ] + }, + "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": 14, + "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:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "51bcff846754e7c55b7b9100a4978f132756e0708f45cb86af0767eafc3649fb", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17646, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17646, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are distinct model-request issues, not duplicates. They reference different model families and/or different modalities (text, audio, OCR, segmentation), so the cluster should not be merged.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests are for different models/features (for example EuroBert, NeoBERT, MiniCPM3, DEIMv2, Qwen3-TTS/ASR, LFM2.5 Audio, Voxtral, DeepSeek-OCR2), so they are not the same underlying bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global canonical; the similarities are only at the level of \"add model support\" and do not indicate duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config vs DEIMv2 are different model requests with no shared code-path problem." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert model config and Qwen3-TTS support are unrelated models/modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model families and tasks." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and the weight-sparse transformer request are not the same change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different architectures and modalities." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model additions, not duplicate reports." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model-support requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR support are different concrete model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support is not the same as the sparse-transformer request." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different models; no duplicate bug/change is evident." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are separate model requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are distinct model-support requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "A specific ModernVBERT request is not the same as the generic BERT-like RoPE proposal." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Generic BERT-like RoPE support and Voxtral TTS are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different models/tasks; same vendor name is not enough to merge." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model families." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 target different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is unrelated to the sparse-transformer request." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Both are audio-related, but Qwen3-TTS and LFM2.5 Audio are different models and integrations." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different model-support requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request do not describe the same change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and code paths." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different tasks and model families." + } + ] + }, + "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": 14, + "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": "6abaf3305ff7c06f0ce8b58e5850662fe0072d72ac6168feb61498499adad766", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6290, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6290, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the issues span unrelated areas (model norm behavior, Mask2Former loss plumbing, config type hints, a quantization typo, and tokenizer warnings). The soft similarities are mostly generic bug-report phrasing rather than the same underlying defect.", + "confidence": 0.16, + "canonical_issue_reason": "If one issue must represent the set, issue 44031 is the most broadly scoped and most discussed, but it is still not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44031 is the best single representative only because it has the broadest user impact and highest discussion activity; it is not substantively the same bug as the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different problems in different model/config code paths: a Llama norm-design question vs a ModernBERT config type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and loss-kwargs plumbing are separate defects, even though both affect training behavior." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated subsystems: a model loss/ignore_value bug vs a tokenizer regex-warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A model-specific ignore_value issue is not the same as a quantization attribute typo." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "These concern different components and bug classes: model behavior vs config annotation correctness." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-function kwargs forwarding and a config type-hint error are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT config typing issue does not match the tokenizer regex warning regression." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small correctness issues, but they affect different symbols and code paths; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 14, + "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": "538c6cdfaf2182fb2744206c2d402b8340a5f9cc4e2cb263852c4f88c5e99649", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about block decoding, the other is a request for DeepSeek v3.2 model support. They do not describe the same underlying bug or change set.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different problem domains and requested outcomes; no shared code path or concrete change target." + } + ] + }, + "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": 14, + "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": "bb6004f7bde93d08eb84a4aaeb4ba431b730c23af94b8f9bb9dd7350d4e76477", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related at a high level to Trainer extensibility, but they target different behaviors: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.9, + "canonical_issue_reason": "No canonical duplicate: the issues describe different problems in Trainer, not the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43598` is the better representative of the cluster\u2019s broader Trainer customizability theme, while `issue:43600` is a separate FLOPS-estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different code paths and user-facing problems: `remove_unused_column` behavior vs FLOPS estimation for custom trainers." + } + ] + }, + "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": 14, + "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": "f22e18399701643dc129502cf2e7cb08d61721af184e5322e5b2dc66ef7b2a1e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different Qwen model variants and different AutoModel targets, so they do not look like duplicates. Issue 43684 is a broader registration request for Qwen3-Omni, while 44405 is a specific request for sequence classification support for Qwen3.5.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader and more general model-registration request, so it is the better representative if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the most central/general issue in the pair because it targets AutoModel and AutoModelForConditionalGeneration registration rather than a single task head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families (Qwen3-Omni vs Qwen3.5) and different capabilities (model registration vs sequence classification support); they do not appear to describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 14, + "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": "fe5b9a6f72664c2d56975d736d9be7abcf29be0f3a7c3ef66ab70328d8e07e57", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Issue #43835 looks unrelated. The three \"huggingface \" issues (#43845, #43846, #43859) are strongly similar by title and timing, with #43845 the best canonical representative, but the soft edges should remain tentative because the packet only provides soft_similarity evidence and deterministic_accept is false for every pair.", + "confidence": 0.7, + "canonical_issue_reason": "#43845 is the earliest of the near-identical \"huggingface \" issues, so it is the best canonical representative if this cluster is treated as one report.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 has the clearest cluster signal: same title as #43846/#43859 and the earliest timestamp, while #43835 appears different.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared concrete bug details or targets; only loose similarity, so this is not enough to treat them as duplicates." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared concrete bug details or targets; only loose similarity, so this is not enough to treat them as duplicates." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared concrete bug details or targets; only loose similarity, so this is not enough to treat them as duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Very similar titles and close timestamps, but the packet only gives soft_similarity and deterministic_accept is false, so this should stay tentative rather than accepted." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Very similar titles, but only soft_similarity evidence is present and deterministic_accept is false; tentative duplicate candidate, not a confirmed match." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Very similar titles, but only soft_similarity evidence is present and deterministic_accept is false; tentative duplicate candidate, not a confirmed match." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the soft-edge verdicts are not conservative enough. For 43845/43846/43859 the packet only provides soft_similarity evidence and all three pairs have deterministic_accept=false, so marking them as accepted duplicates overstates the evidence. The 43835 rejections are fine, but the positive duplicate claims should be downgraded to tentative rather than accepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 14, + "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": "7abfb22130c5be7a554f542dc1d9141ed283bed23984322b74e705c9db054332", + "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 is mostly unrelated placeholder/spam issues. There is no strong evidence that any pair reports the same underlying bug or change; the only non-generic item is a documentation suggestion, which still doesn\u2019t match the others.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44418 is the only one with a substantive, descriptive title; the others are generic placeholders or unrelated spam-like text. If a representative must be chosen, it is the least ambiguous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the best standalone issue in the set because it is the only clearly described topic. It is not a duplicate of the others, but it is the most meaningful anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder '' issues with no evidence of a shared underlying bug/change; same-looking titles are not enough." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are placeholder '' issues and there is no code-path, target, or description evidence tying them together." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is generic spam, the other is a documentation suggestion; they do not appear to describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and an unrelated 'Check out \"Google LLC\"' issue do not look like the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request and a spam placeholder are not the same underlying change or bug." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "The titles point to unrelated content; no shared concrete problem is visible." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam titles alone are insufficient to treat them as duplicates of the same underlying bug/change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Both are unrelated spam-like submissions with no shared concrete issue or code path." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No evidence suggests these describe the same bug/change; they are just unrelated spam-like issues." + } + ] + }, + "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": 14, + "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": "9092c16ce8635c47d275044ca294d081aadeadb5ef5a6b19627b414abf02028a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster has two closed issues with identical titles and similar metadata, so they are plausible duplicates, but the evidence is limited because we do not have body text or stronger linkage. This should be treated as a likely duplicate pair rather than a near-certain match.", + "confidence": 0.82, + "canonical_issue_reason": "#45145 is a reasonable canonical issue because it has the inbound reference and was created earlier, so it provides slightly more cluster context.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue representative for the same reason: earlier creation plus the inbound reference make it the better anchor for the duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles match and the soft similarity is notable, but with no body text and only moderate similarity evidence, this is not strong enough to confidently treat as the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster is plausibly a duplicate pair, but the summary overstates the evidence: we only know the titles match and there is soft similarity, not that the bodies are \"near-identical\" or \"highly similar.\" The soft-edge accept is also a bit strong given the moderate jaccard score and lack of body text. The canonical issue choice is reasonable, but the overall writeup should stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 14, + "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": 14, + "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": "b713f8d4d9d9e002214f50108d6170567e434ea4bb94834287c86f46b3736c7a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both 4-bit inference issues, but they describe different bugs in different code paths: one is a Gemma4/audio-module uint8 `torch.finfo()` failure, the other is a BitsAndBytesConfig `llm_int8_skip_modules` / `lm_head` exclusion regression.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different failure modes and fixes: `torch.finfo()` on uint8 weights in audio modules vs. `llm_int8_skip_modules` clearing the default `lm_head` exclusion. Same broad area, but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-12", + "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" + ], + "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:45655", + "pull_request:43823|pull_request:44827", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "fe7bf5cf6e8094faf1722b79c920793bf48b4711d32804baded89020744cbb1e", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32877, + "estimated_input_tokens": 8220, + "estimated_eval_tokens": 16696 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32877, + "estimated_input_tokens": 8220, + "estimated_eval_tokens": 16696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The only clear duplicate pair is PR #43251/#43254: both modify `src/transformers/loss/loss_utils.py` in the same function to pass supported kwargs through to `nn.functional.cross_entropy` (including `weight` and `label_smoothing`). The rest of the soft pairs are still distinct changes across unrelated models, tests, or refactors and remain reject-worthy.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is a strong canonical representative for the loss fix because it makes the same `fixed_cross_entropy` change as #43254 in the same file/function and both PRs explicitly target issue #43240. Its patch is a straightforward representative of that concrete bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the best overall PR candidate for this cluster because it cleanly represents the shared `fixed_cross_entropy` kwargs fix in `src/transformers/loss/loss_utils.py` and carries the same explicit issue target (#43240) as the duplicate PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model/docs addition vs an Executorch dynamic-shape export test; they are different changes and do not fix the same code path." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer method additions vs adding a new MobileLLM model; no shared underlying bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API patch vs Executorch export test; unrelated functionality." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes vs a new MobileLLM model implementation; only broad subsystem overlap." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs new MobileLLM model work; completely different code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss-function fix vs Mistral4 model/test changes; same general training area, but not the same bug or patch." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test vs Mistral4 refactor/tests; different concrete changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test vs MobileLLM model addition; no duplicate evidence beyond broad framework overlap." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model vs `cls.config` resolution-order fix; unrelated code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model implementation vs Falcon output-collection refactor; superficially related at most." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill/docs draft; not the same underlying code change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon interface refactor vs Mistral4 model/test adjustments; different models and goals." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work vs `layrnorm` rename cleanup; distinct changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 work vs class config resolution fix; unrelated code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "MobileLLM model addition vs Mistral4 fixes; broad model overlap only." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 model/test changes vs model-creation skill draft; not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM implementation vs model-creation skill/docs; one is code, the other is tooling/docs." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same function in the same file to extend `fixed_cross_entropy` with the same new `cross_entropy` kwargs support, including `weight` and `label_smoothing`; they are the same underlying bug fix and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-pair verdict for #43251/#43254 is grounded and conservative, but the PR-ranking rationale overstates the evidence: both PRs have an explicit issue link to #43240, so #43251 is not \"the only one with a direct issue link.\" Please avoid that claim and keep the canonical/summary language strictly tied to the packet. All other soft-edge rejections look conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "90c03fdb1240328059365b98069966f9df99aa43577e4b36bb3552ddf92b09c7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are VibeVoice-related, but they are not duplicates: #40546 is the initial core VibeVoice implementation, while #42781 is a later draft adding VibeVoice Realtime plus an acoustic tokenizer and related generation changes.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the best representative PR for the cluster because it is the foundational end-to-end VibeVoice implementation (model code, auto mappings, processing, docs, and integration points).", + "best_issue_reason": null, + "best_pr_reason": "#40546 is broader and more central to the base feature; #42781 looks like a follow-on extension for realtime/acoustic-tokenizer support rather than the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: although they share VibeVoice files, #40546 implements the base model and integration, while #42781 adds a separate realtime/acoustic-tokenizer feature set. They are related work but not the same concrete bug/change and would not plausibly 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": 3, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "ec59e90a908096743c0414660f696803abddfaa280dbe4af0047773bcc329535", + "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": "This cluster does not appear to be a duplicate set: one PR adds TimesFM covariate forecasting, while the other adds DINOv3 image-classification support. They touch different models, different code paths, and different user-facing features.", + "confidence": 0.98, + "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 underlying changes in unrelated subsystems: TimesFM forecasting with covariates vs DINOv3 image classification. They do not fix the same bug or implement the same feature and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "0af3d4b90eb598c0ee5e8481b384ce86d232fc9c8482be17b39d780ca5b4dc3e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are unrelated model-addition pull requests. They share standard Transformers boilerplate and registry/docs updates, but they implement different models (DeepSeek OCR vs Isaac) and do not fix the same code-path problem.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41797 is the better representative because it has more review activity and broader integration changes, but it is not a duplicate of 45186.", + "best_issue_reason": null, + "best_pr_reason": "PR 41797 is the stronger standalone representative of the cluster due to higher discussion/review activity; 45186 is a separate, unrelated model addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations with different filenames, configs, and test suites; shared registry/docs boilerplate is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "c7dec2125d7ce5a0d73948eba3c5fb4ea7d38dd1e8d8cc261fc123e521471f23", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both workflow dependency-upgrade PRs, but they change different actions and fix different compatibility concerns, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other. PR 42975 is the broader GitHub Actions runtime compatibility update; PR 42976 is specifically about upgrading docker/build-push-action in Docker image workflows.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: 42975 upgrades checkout/cache/upload-artifact and several workflow actions for Node 24 compatibility, while 42976 upgrades docker/build-push-action in Docker image workflows. They do not appear to fix the same concrete bug or change the same code path." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:44601", + "pull_request:45490", + "pull_request:45626", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:44601|pull_request:45626", + "pull_request:45490|pull_request:45626", + "pull_request:45490|pull_request:45630", + "pull_request:45626|pull_request:45630" + ], + "prepared_review_unit_hash": "1a368cc8b66c85b21900f89b99ae221721d9991202474745ff3dcdf603f8dc8a", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 10, + "serialized_chars": 23911, + "estimated_input_tokens": 5978, + "estimated_eval_tokens": 12212 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 10, + "serialized_chars": 23911, + "estimated_input_tokens": 5978, + "estimated_eval_tokens": 12212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes several unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM, Kimi2-6, PP-FormulaNet) plus a distributed pipeline-parallel feature PR. The overlap is mostly shared Transformers boilerplate (docs, auto mappings, repo checks), not the same underlying change or bug.", + "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:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Both are model-introduction PRs, but for different models (ViT NEPA vs Molmo) with different codepaths and files; shared docs/auto-registration boilerplate is not enough to treat them as the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2). They share generic registration/documentation edits, but the model implementations and targets are unrelated." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are distinct model additions with different architectures and files; the overlap is only standard Transformers model-scaffolding." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families with different model code and docs; this looks like related naming, not the same underlying PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; shared auto/model registration and docs are broad boilerplate, not duplicate evidence." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model ports with different implementations; similarity is limited to generic model onboarding changes." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45626", + "accept": false, + "reason": "Pipeline-parallel loading support is a distributed systems feature, while PP-FormulaNet is a model addition. They do not fix the same code-path problem." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45626", + "accept": false, + "reason": "CTSM and PP-FormulaNet are separate model addition PRs for different models; shared auto-mapping and docs updates are routine and do not indicate duplication." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45630", + "accept": false, + "reason": "CTSM vs Kimi2-6 are unrelated model additions. The shared files are just standard registration/docs, not the same concrete change." + }, + { + "left": "pull_request:45626", + "right": "pull_request:45630", + "accept": false, + "reason": "PP-FormulaNet and Kimi2-6 are different model support PRs with distinct implementations and model-specific files; not mergeable as one PR for the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "2ce7c2f6954cac3624c8f1a2d3a0983e353e4be187998ed1a04f921d31af6e76", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one is a Whisper tokenizer/test fix, one is a test-only CLIP/ViT change, and one is a substantive FP8 dequant/loading fix. The cluster is too mixed to merge as a single change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the most substantive and self-contained code fix in the set, addressing FP8 dequant/model loading behavior across core loading and quantization code with tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 best represents the cluster because it is the only clear product fix; the other PRs are unrelated test-only or Whisper-specific changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different subsystems and changes: Whisper tokenizer/test code versus CLIP/ViT test edits. No shared concrete bug or mergeable change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/tokenization fix is unrelated to FP8 dequant/model-loading logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT edits are unrelated to the FP8 dequant/loading fix; they do not target the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "169a4ba8c6795b061efa9d41d4298b003d8de2e7b435146d44ea51972cce38f2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate synthetic \u201c[don't merge]\u201d PRs used to exercise repo/CI behavior. They overlap only superficially (mainly via shared test files) and do not fix the same concrete bug or implement the same change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the most representative cluster member: it has the broadest CI/workflow-oriented diff and the most discussion/review activity, while the others are narrower bot-test variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the best single PR to anchor the cluster because it is the broadest and most central of the synthetic CI/test changes, even though the three PRs are not true duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: 43488 is a setup/version/dependency tweak plus a test edit, while 43532 rewrites workflow/comment CI paths and related utilities. Shared vit test filename is incidental." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "Different targets and code paths: 43488 touches packaging/versioning and a test, whereas 45476 adds a CI workflow caller and makes unrelated CLIP/Chinese-CLIP edits. Not the same fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both are CI/test-oriented bot PRs, but they modify different workflows and different model files; they do not appear to be one mergeable fix for the same concrete 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": 10, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "d1927a427bd74233de9754680cf0b6aed0a6aa0a468d3bc834533967e7994aed", + "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": "Two distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding and documentation patterns, but target different models, tests, and pipeline code paths, so they should not be deduped.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 43612 and 43613 implement different segmentation features with different target model integrations and test coverage.", + "best_issue_reason": null, + "best_pr_reason": "43613 is the broader/more central user-facing pipeline addition, but it is still not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying change: concept segmentation vs visual segmentation. The overlap is mostly shared docs/boilerplate and common pipeline scaffolding, 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": 11, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "da1cab2ac0268d6826c6608a49c75ebcc18cf6fb7bd52935b5ab811f1e036bd8", + "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": "The two PRs both touch `trainer.py` and expose new customization hooks, but they address different trainer behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the better canonical representative only if one PR must be chosen, because it introduces a concrete behavior change around loss scaling in `training_step`; PR 43663 is a separate refactor/customization point for column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the strongest standalone PR in the cluster: it has a focused code-path change with a clear user-facing effect on training loss scaling. PR 43663 is unrelated in behavior and should not be treated as the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both are Trainer-extension PRs in the same file, but they fix different problems and touch different code paths. One controls gradient-accumulation loss scaling; the other refactors signature-column filtering. 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": 12, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "a64e962a8cf435d17bcbbdebcf17406b707dd686133f8ba1dd24ce17ceba496a", + "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 touch `src/transformers/cli/serve.py` and are about import-time/type-annotation NameErrors in the CLI, but they are not all equally focused. PR 43842 is the cleanest targeted fix for the `TypeAdapter`/pydantic annotation problem; 43656 is a broader annotation cleanup in the same file, and 43836 is a more expansive variant of the same underlying serve-cli typing issue.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most directly scoped fix: it explicitly addresses the `TypeAdapter` NameError when pydantic is not installed, uses a TYPE_CHECKING import plus a quoted annotation, and has the clearest title/issue linkage.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best overall PR in the cluster because it is the most specific, minimal, and clearly aligned with the underlying runtime NameError in `serve.py`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs appear to fix the same `TypeAdapter`/annotation NameError in the CLI serve path; 43656 is broader, but it is plausibly the same underlying bug and could be consolidated with 43842." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both changes target the same `serve.py` import-time typing issue around `TypeAdapter` and pydantic availability, so they look like the same underlying bug rather than separate changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative: it distinguishes the narrow TypeAdapter/pydantic fix in 43842 from the broader serve.py annotation changes in 43656 and 43836. The soft-edge acceptances are also defensible given the shared file and closely related typing bug surface, with no obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 24, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44068", + 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"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": "29166f7a1bec9d6a1636a94187f7fc336e5b4cecf57177892f8b828fac2ac039", + "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": 76935, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific PRs for the same broad output-tracing/decorator refactor theme, but only a few pairs are true duplicates at the concrete code-path level. The clear duplicate subgroup is the GPT-J/CodeGen refactor, plus a separate GPT-Neo duplicate pair; the rest are just similar standardized-output migrations across different models.", + "confidence": 0.61, + "canonical_issue_reason": "No standalone issue artifact is present in the cluster; several PRs reference tracking issue #43979, but it is not one of the listed items.", + "canonical_pr_reason": "PR 44066 is the strongest representative of the duplicate GPT-J/CodeGen subgroup: it has an explicit issue link, covers the same concrete output-tracing refactor across both model files, and is broader than the narrower follow-up PRs.", + "best_issue_reason": "No issue item is available to serve as a cluster canonical.", + "best_pr_reason": "PR 44066 is the best overall representative among the listed PRs because it most clearly captures the concrete GPT-J/CodeGen output-tracing change rather than just the generic refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model code paths (CVT/FNet vs GPT-J); same refactor theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Unrelated models and implementations; only the standardized output-tracing pattern matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor family, with overlapping GPT-J file changes and the same tracking issue." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Both are output-tracing migrations, but they target different vision models and different concrete implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; not the same bug or change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and code paths; only the refactor style is shared." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa V2; same broad migration pattern but not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in the same model/file set, so these are duplicate candidates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; different concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; same refactor theme but different models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same underlying model change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor vs GPT-J refactor; unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; only the decorator migration pattern overlaps." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; no shared concrete bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; unrelated changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; same style of refactor, different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; similar output-tracing work but not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; different models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; not a duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; different concrete refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; only broad pattern matches." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; different model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR; not the same underlying bug/change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen; similar output-tracing style but different models." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs SegFormer; both are refactors of output tracing, but not the same concrete fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; unrelated model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; not a duplicate." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; same migration style only." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; different concrete implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT vs Flaubert/XLM; different models." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 vs GPT-Neo; both touch tracing, but not the same code-path problem." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBERT; different refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet vs LongT5; unrelated model code." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet vs SegFormer; only broad theme overlaps." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTa V2; different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 vs TextNet; same style of refactor, not the same fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor, same issue target, and overlapping files." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change; the GPT-J file overlap indicates the same underlying refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; not the same concrete bug/change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet/RT-DETR-ResNet; only a broad output-tracing migration theme is shared." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 vs SpeechT5; not a duplicate." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 vs ViTS; same migration pattern only." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; different model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The accepted soft edges are supported by shared model/file overlap and the same issue target or same concrete GPT-J/GPT-Neo refactor family. The rejected edges are generally justified as same broad output-tracing pattern but different model code paths. No obvious overstatement beyond the evidence in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 24, + "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": "f56cd10a74d1a3e4ae2b169152c5f6627919f82cc82f8f828dacb9c6d73a4104", + "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": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are model-specific refactors to standardized output tracing/capture in different architectures, so they are related in theme but not duplicates of the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative PR is needed, 44073 is the clearest example of the shared refactor pattern, but it only applies to VisualBert and does not subsume the others.", + "best_issue_reason": null, + "best_pr_reason": "44073 is the best single representative of the cluster because its diff cleanly shows the standardized output-tracing migration with the new decorators, but it is not a duplicate anchor for the other model-specific PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same broad refactor theme, but different models and files; 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They are not duplicates of one another, though they share the same general design direction. No issue is present; PR 44003 is the best representative because it is the broadest concrete refactor in the set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most representative umbrella change: it updates two related model files and introduces the output-capturing plumbing, making it the broadest concrete example of the cluster's theme.", + "best_issue_reason": null, + "best_pr_reason": "44003 best fits the cluster as a canonical representative because it is more substantial than the single-model refactors and sits closest to the shared output-tracing refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and different forward paths; same refactor theme is not enough to treat them as the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Unrelated model implementations; both are output-tracing cleanups, but they fix different code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate model-specific refactors with no shared concrete bug or code path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks; one is timm_backbone, the other is mamba/falcon_mamba, so these are not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Both touch tracing utilities, but they apply to different architectures and independent forward logic." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model paths; similar refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and different output contracts; not the same bug or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are refactors for tracing, but they affect distinct model families and code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "No shared concrete fix; these are separate model-specific output-tracing updates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder model code, not one mergeable fix for the same problem." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated implementations; the similarity is only in the refactor style." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Distinct model code paths with no evidence of the same underlying bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and different output semantics; not duplicate changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "These affect unrelated model architectures, so they should not be merged as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Unrelated model implementations; same tracing refactor theme is too broad." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and forward methods; not the same concrete issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate model-specific refactors with no shared fix target." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and code paths; no evidence of a common underlying bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models and different forward behavior." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Unrelated model families; this is not one concrete fix spanning both PRs." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model code paths and different tracing updates; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder and mamba/falcon_mamba are unrelated; same broad subsystem is insufficient." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and different refactors, even though both mention output handling." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/falcon_mamba output tracing is unrelated to CodeGen's cache/output signature change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate model-specific changes; no shared concrete bug or mergeable fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Unrelated models and different output contracts; not the same underlying change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "These target different model implementations and should remain separate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different code paths and different model families; only the output-refactor theme overlaps." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are unrelated models; no common concrete bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder/decoder stacks and separate tracing updates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth-anything depth estimation and SuperPoint feature extraction are distinct code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model families; 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not the same issue." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model implementations; the common theme is too broad to call them duplicates." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated architectures, so these are distinct changes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths and different output semantics; not duplicate PRs." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated models; same tracing/return-shape theme is insufficient for a duplicate." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "0631109f60244d3876ba91d78598f72b9e7c08aad17176061ff29bb128588a41", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are unrelated model-addition implementations for different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share boilerplate infrastructure changes, but not the same underlying bug or change, so none should be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplicate-triage purposes: each PR introduces a different model and distinct codepaths, so they should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the strongest standalone representative only in the sense that it is a complete model-addition PR with conversion code, docs, and tests; however, it is still not duplicate-equivalent to the others.", + "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/docs files are generic boilerplate, not the same underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2) with separate configs, processors, and model code; only generic framework files overlap." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model integrations with different codepaths and assets; overlap is limited to shared registration/docs plumbing." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "78113aea60c0df532f485743f9954f0dea987e00f69c1b46516821e68e9f5bcf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by the broad theme of fusion, but they implement different layers of the stack: one adds a generic module-fusion API, the other wires n-to-1 kernel fusion through `KernelConfig` and model loading. They do not look like the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the better representative because it delivers the more concrete end-user feature and touches the actual loading/integration path for kernel fusion; PR 44979 is a lower-level API scaffold for module fusion.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the strongest standalone PR in this cluster since it implements a specific kernel-fusion workflow end to end, whereas PR 44979 is a foundational API addition that is not the same code-path change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both are about fusion, but 44979 introduces a generic module-fusion API and 45363 implements n-to-1 kernel fusion via `KernelConfig`; they target different mechanisms 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": 18, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "9a6e7a29d63945f326f4807b641b922079a0ba74b1aa8dcbb1fbe0b4b4032cd7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same `_patch_mistral_regex` AttributeError in `src/transformers/tokenization_utils_tokenizers.py` for issue #45081; PR 45317 is the stronger representative because it includes test coverage and a fuller fix context.", + "confidence": 0.97, + "canonical_issue_reason": "No issue artifact is present in this cluster; both PRs explicitly target issue #45081.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it appears to be the more complete fix, adds tests, and still addresses the same concrete AttributeError in `_patch_mistral_regex`.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall representative of the cluster because it fixes the same bug as 45086 but with added test coverage and clearer validation of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same target issue (#45081), same code path, and the later PR is a superset with tests; these are duplicates/overlapping fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "87c7f4ae45a2627f5440557195465b60c2b382ef6592783890d3d95e8e1d3bee", + "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": "These PRs touch the same NemotronH area but are not the same change: one is a narrow refactor/conversion-mapping update, while the other splits NemotronH into dense/sparse variants with docs and tests. They should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better representative PR for this cluster because it implements the broader, concrete model-structure change (NemotronH dispatcher plus dense/sparse variants) and includes docs/test updates, whereas #45115 is a narrower inheritance/refactoring/conversion-mapping change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest standalone PR candidate: it has the larger, more complete implementation footprint and directly addresses the model split across code, docs, and tests. PR #45115 appears to be an earlier, narrower refactor in the same subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Not the same underlying change. #45115 focuses on NemotronH inheritance/refactoring and conversion key renames, while #45569 introduces dedicated NemotronH dense/sparse model variants and related docs/tests. They overlap in subsystem, not in concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "6a6d7d25afcb2192525944e38142d9fc83a2a30e56d44a1a9ac7c7e37f40aa9e", + "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": "Two open PRs in the same heterogeneity effort, but they are not duplicates: one introduces per-layer config plumbing, while the other extends model/cache/masking behavior to use heterogeneous configs.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader downstream change: it builds heterogeneous model support across cache/modeling paths and appears to depend on the per-layer config plumbing added separately.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative because it spans the actual runtime behavior changes, not just the config data model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but distinct scopes: #45333 adds heterogeneous config serialization/representation, while #45332 changes model/cache behavior to consume that config. They share infrastructure, but they are not the same concrete bug/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": 21, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "4c04bf8c8866cc0de53a932cd8b3784b3b7349d4d0d04d581a6fce7e4ed58f2a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-focused, but they address different scopes: #45415 is a broad type-checking sweep across many Transformers files, while #45425 adds/adjusts typing protocols and helpers for specific model/PEFT-related paths. They are related, but not the same underlying change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader, more representative typing cleanup across the codebase and is the better anchor for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the strongest cluster representative because it spans many affected modules and appears to be the main type-checking pass rather than a narrow follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-related, but #45415 is a broad repo-wide type-checking sweep and #45425 is a narrower typing/protocol update for modeling_utils and PEFT-like interfaces. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45615" + ], + "prepared_review_unit_hash": "42d131bd162c030fab2d14338a06f5b5a1867a4446e12a624575166f4c4d4aaf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "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 pull requests are not duplicates: one fixes a model-parallel device placement bug in AltCLIP/ChineseCLIP code paths, while the other only updates Qianfan OCR XPU test expectations. They touch different models, different files, and different kinds of changes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45487 is the better canonical PR because it contains the actual code fix for a concrete runtime bug, while #45615 is only a test expectation update for a different model and hardware path.", + "best_issue_reason": null, + "best_pr_reason": "PR #45487 is the strongest representative of the cluster\u2019s substantive work since it addresses a real implementation issue; #45615 is not a good representative because it is test-only and unrelated in underlying behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "Different models and different changes: #45487 fixes device handling in AltCLIP/ChineseCLIP implementation code, while #45615 only adds XPU test expectations for Qianfan OCR. They do not appear to fix the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "332037c32dd45aae99430e2709229819b4e9d019d35805cfdfc91f94c7f74ad1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both expert-parallel loading-related PRs, but they fix different concrete bugs: one targets config serialization and a has_ep helper for Accelerate/ZeRO-3 loading, while the other prevents expert tensors from being overwritten during FSDP2/distributed loading. Not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45662 is the more concrete expert-parallel loading fix, centered on preserving loaded expert parameters during distributed post-processing. #45548 is a separate compatibility patch around config serialization and an EP detection helper.", + "best_issue_reason": null, + "best_pr_reason": "#45662 is the best representative of the cluster because it addresses a specific runtime corruption bug in the loading path, with a clearly defined code-path and fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern EP loading, but they fix different problems and touch different mechanisms: #45548 adds config cleanup and a has_ep property for Accelerate/ZeRO-3 loading, while #45662 fixes distributed expert parameters being overwritten via post-shard/broadcast handling. 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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "c1c991545d92adab2602115e6794bf26917422e663ef07403f13d7b0d8b4cbce", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist/captured_info collision problem; #45645 appears to subsume #45639 by adding the xdist-safe logging fix plus CI log collection updates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45645 is the more complete fix: it includes the xdist-safe captured_info handling and the downstream CI workflow changes needed to preserve and aggregate the logs.", + "best_issue_reason": null, + "best_pr_reason": "#45645 is the best representative because it covers the shared bug and the surrounding CI handling, while #45639 is a narrower subset of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist captured_info collision bug; #45645 extends the same code-path fix into workflow/log aggregation, so these could plausibly be merged as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260429T180023Z/analysis-runs/hybrid-model-20260429t180023z/manifest.json b/snapshots/20260429T180023Z/analysis-runs/hybrid-model-20260429t180023z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fda215c32791848b20df4f2fb7a295c22f8ab196 --- /dev/null +++ b/snapshots/20260429T180023Z/analysis-runs/hybrid-model-20260429t180023z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260429t180023z", + "artifacts": { + "hybrid": "snapshots/20260429T180023Z/analysis-runs/hybrid-model-20260429t180023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260429T180023Z/analysis-runs/hybrid-model-20260429t180023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-29T18:07:39Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260429T180023Z", + "variant": "hybrid" +} diff --git a/snapshots/20260429T180023Z/manifest.json b/snapshots/20260429T180023Z/manifest.json index 443d82066f9f5ea926b21eb5df799d1dca439aee..c7d18b28a835cb0887d7235942c8aa438ec4679b 100644 --- a/snapshots/20260429T180023Z/manifest.json +++ b/snapshots/20260429T180023Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 798 }, "extracted_at": "2026-04-29T18:00:23Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260429t180023z", + "runs": { + "hybrid-model-20260429t180023z": { + "analysis_id": "hybrid-model-20260429t180023z", + "artifacts": { + "hybrid": "snapshots/20260429T180023Z/analysis-runs/hybrid-model-20260429t180023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260429T180023Z/analysis-runs/hybrid-model-20260429t180023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260429T180023Z/analysis-runs/hybrid-model-20260429t180023z/manifest.json", + "model": null, + "published_at": "2026-04-29T18:07:39Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260429T180023Z", "watermark": {