diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 6121c7f2c766c2dc6d5cc11d8e2d3950bf06a141..d3cb3d9de91e395554c20f24d8ae9f1c5ac9ef4f 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": "20260511T000025Z", - "generated_at": "2026-05-11T00:06:49Z", + "snapshot_id": "20260511T060028Z", + "generated_at": "2026-05-11T06:10:38Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,204 +1148,6 @@ } ] }, - { - "cluster_id": "cluster-43656-4", - "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 43824, - "canonical_pr_number": 43656, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43656, - 43836, - 43842 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43656, - "right_pr_number": 43836, - "code_similarity": 0.36, - "size_similarity": 0.176, - "file_overlap": 1.0, - "area_overlap": 0.051, - "patch_similarity": 0.048, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ] - } - ] - }, - { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - }, - { - "left_pr_number": 43836, - "right_pr_number": 43842, - "code_similarity": 0.332, - "size_similarity": 0.088, - "file_overlap": 1.0, - "area_overlap": 0.033, - "patch_similarity": 0.017, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1620,6 +1422,76 @@ } ] }, + { + "cluster_id": "cluster-43824-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43824, + "canonical_pr_number": 43836, + "issue_numbers": [ + 43824 + ], + "pr_numbers": [ + 43836, + 43842 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43836, + "right_pr_number": 43842, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -2117,16 +1989,6 @@ "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, @@ -2136,6 +1998,15 @@ "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 a200c4d74115629c0151048a97502086921b57c3..0a117c28221c648b54bdcc7fb0913cea2be883ae 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": "20260511T000025Z", - "generated_at": "2026-05-11T00:06:49Z", + "snapshot_id": "20260511T060028Z", + "generated_at": "2026-05-11T06:10:38Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -26,7 +26,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "2f339112622e1a820b13dc9c8f2f66d8aff0cbeb8de1171b999dcb914837e825", + "prepared_review_unit_hash": "74713450dc2b8aaf7469bc63c3acfb7f0f54ea42f6b3b3648b2b36ad13a119f6", "component_budget": { "node_count": 3, "item_count": 3, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like true duplicates. Two are model-loading related by wording, but one is about private-model authentication/error messaging and the other is about a specific public model failing to load; the Tapas tokenization issue is unrelated.", - "confidence": 0.74, - "canonical_issue_reason": "Issue #16618 is the broadest and most central-looking report in the set, with the highest discussion activity and a generic model-loading failure title.", + "summary": "These three issues do not look like duplicates: one is about Tapas tokenization, one about a private-model auth/download error, and one about loading bert-base-uncased. The cluster appears heterogeneous, so no soft pair should be merged.", + "confidence": 0.34, + "canonical_issue_reason": "If a single anchor is needed, 16618 is the broadest issue title ('Can't load the model...'), but it is not actually the same bug as the other two.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best single issue to keep as the representative because it is the most general user-facing failure among the candidates.", + "best_issue_reason": "16618 is the most generic and central-looking issue of the set, but the titles point to different failure modes, so this cluster should likely be split rather than deduplicated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a different problem from failing to load bert-base-uncased; no shared code-path is evident from the titles alone." + "reason": "Tokenization mismatch with TensorFlow code is unrelated to a model-loading failure; not the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention model downloads/loading, but #15980 is specifically about private-model auth and bad messaging, while #16618 concerns a public model load failure; these are not the same bug." + "reason": "Private-model login/error-message behavior is a different auth/download problem from a general 'can't load bert-base-uncased' report." } ] }, @@ -169,8 +169,8 @@ "issue:43716|issue:45507", "issue:39290|issue:45081", "issue:45823|issue:45874", - "issue:43828|issue:45161", "issue:43425|issue:44292", + "issue:43828|issue:45161", "issue:34928|issue:41720", "issue:44918|issue:45161", "issue:43541|issue:43716", @@ -184,13 +184,13 @@ "issue:43827|issue:44512", "issue:43716|issue:44560", "issue:43828|issue:45685", - "issue:44560|issue:45685", + "issue:44918|issue:45685", "issue:43039|issue:43828", "issue:30277|issue:36331", "issue:34928|issue:36010", "issue:43039|issue:44805", - "issue:41762|issue:43596", "issue:43901|issue:44512", + "issue:41762|issue:43596", "issue:39290|issue:41720", "issue:44841|issue:45823", "issue:43039|issue:44560", @@ -209,478 +209,454 @@ "issue:43541|issue:43828", "issue:36010|issue:39290" ], - "prepared_review_unit_hash": "f22b973a85cc4b498654d4ca06138c045e4ebeebe47fc5e6e48cba0b749f97f5", + "prepared_review_unit_hash": "35309c9b5e1456f8d78933c21fc35941728f65ddf1f50df83641d75e92a25942", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 69, - "serialized_chars": 48327, - "estimated_input_tokens": 12082, - "estimated_eval_tokens": 24420 + "serialized_chars": 48318, + "estimated_input_tokens": 12080, + "estimated_eval_tokens": 24416 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports. The only soft edge that looks like the same underlying bug is the pair about DeepSpeed ZeRO-3 with BertModel causing an index-out-of-bounds error; all other candidate pairs should be rejected.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43596 is the best canonical because it is the earlier, clearer report for the only true duplicate pair: both 43596 and 43638 describe the same DeepSpeed ZeRO-3/BertModel initialization bug that triggers an index-0 out-of-bounds error.", + "summary": "Most items are only loosely related by language-model/runtime errors and are not true duplicates. The only clear duplicate pair is the DeepSpeed ZeRO-3/BERT index-out-of-bounds report; the rest differ by model, subsystem, or failure mode.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43638 is the broader, clearer representative of the accepted ZeRO-3/BERT index-out-of-bounds bug, so it works best as the canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "43596 is the best representative issue in this set because it matches the only accepted duplicate edge and has the broader, cleaner description of the bug.", + "best_issue_reason": "issue:43638 best represents the duplicate pair because it describes the general non-pretrained BertModel + DeepSpeed ZeRO-3 failure without narrowing the reproduction too much.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: one is a missing config attribute, the other is a streaming chat/completions failure." + "reason": "Different Qwen3.5 failures: config attribute error vs streaming chat/completions runtime issue." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and causes: AMD GPU failure for GPT-OSS-20B vs an MPS histogram kernel limitation for MoE." + "reason": "Different problems: AMD GPU model runtime failure vs MPS histogram op not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to GPT-OSS-20B AMD GPU failure." + "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to GPT-OSS AMD GPU issues." + "reason": "Both are dtype/hardware-related, but they affect different models and code paths." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific problems: GPT-OSS AMD GPU failure vs GraniteMoEHybrid invalid-method call." + "reason": "Different model/runtime issues; not the same concrete bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen3-8B-NVFP4 runtime error is not the same as GPT-OSS-20B failing on AMD GPUs." + "reason": "Different model families and failure modes, so not duplicates." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed ZeRO-3 collective mismatch and ModernBERT ONNX export are unrelated." + "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different model/export issues." + "reason": "Both are model/export related, but the errors and affected paths are different." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export failure and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "ONNX export issue vs auto device mapping CUDA assert are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup, but they cover different removed CLI/pipeline references and are not the same bug/change." + "reason": "Both are docs cleanups for v5 removals, but they concern different removed references." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ModernBERT ONNX export has nothing to do with the GenerationMixin import failure." + "reason": "ONNX export bug vs import error for GenerationMixin; different layers." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape mismatch during indexing is unrelated to Gemma4 PLE device placement mismatch." + "reason": "Mask-shape index error during generation is not the same as Gemma4 PLE device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-style reports, but one is ZeRO-3/BertModel init and the other is a mask/tensor length mismatch." + "reason": "Same error family superficially, but the models and reproductions differ." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "DeepSpeed ZeRO-3 BertModel index error is a different failure from the mask-shape mismatch report." + "reason": "Both are index errors, but one is ZeRO-3/BERT initialization and the other is a mask-shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "Different symptoms and scenarios: mask mismatch vs GPT-OSS tensor parallel issue." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different symptoms and code paths: mask indexing error vs Qwen3.5 embeddings unpacking in TRL SFT trainer." + "reason": "Different failure modes in different training stacks." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Jamba-v01 collective mismatch is unrelated to the BertModel ZeRO-3 index error." + "reason": "Both involve DeepSpeed, but the actual collectives mismatch and BERT index error are different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying bug: DeepSpeed ZeRO-3/BertModel initialization hits an index-0 out-of-bounds error; the titles differ only in framing and specificity." + "reason": "Same DeepSpeed ZeRO-3/BERT index-out-of-bounds bug; titles describe the same underlying crash." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy routing and GPT-OSS MoE tensor-parallel failure are different issues." + "reason": "Liger Kernel cross_entropy call issue is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization and LoRA merge/reload output mismatch are unrelated." + "reason": "Detokenization bug and LoRA save/load mismatch are different problems." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3-8B-NVFP4 runtime failure is unrelated to LoRA weight merge/save inconsistency." + "reason": "Different model/runtime issues; not the same underlying defect." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpoint recomputation mismatch is a different bug than the mask/tensor length error." + "reason": "Checkpointing/FSDP tensor-size mismatch is different from the mask-shape index error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the reported failures are different: 2-D weight runtime error vs collective mismatch on ranks." + "reason": "DeepSpeed is shared, but one is a weight-dimension error and the other is a collective mismatch." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BertModel ZeRO-3 init error is unrelated to GPT-OSS MoE tensor-parallel breakage." + "reason": "ZeRO-3/BERT index error is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP mismatch and CustomTrainer compute_loss signature breakage are unrelated." + "reason": "Activation checkpointing FSDP issue is unrelated to CustomTrainer.compute_loss signature change." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "DeepSpeed ZeRO-3 BertModel index error is unrelated to GPT-OSS MoE TP failure." + "reason": "Different model families and different error classes." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid-method call are different problems." + "reason": "Different model-specific runtime bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding_window_pattern/vLLM and Mistral tokenizer regex patching are unrelated." + "reason": "Gemma3TextConfig missing field with vLLM is unrelated to Mistral tokenizer regex patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both are Gemma4-related, but one is a device-map forward mismatch and the other is an expensive reverse-embedding lookup; not the same bug." + "reason": "Both concern Gemma4, but one is a device-mapping forward bug and the other is an expensive reverse-embedding lookup." }, { - "left": "issue:43828", - "right": "issue:45161", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "Torch version incompatibility is unrelated to Qwen-3-8B-NVFP4 runtime failure." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:43828", + "right": "issue:44457", "accept": false, - "reason": "Torch-version incompatibility is not the same as the Qwen3-8B-NVFP4 runtime error." + "reason": "dtype autocast mismatch is unrelated to LoRA merge/save output divergence." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are different failures." + "reason": "FSDP checkpointing mismatch is not the same as Qwen3 auto device mapping CUDA assert." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Qwen3.5 input-embedding/TRl trainer issue is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "Qwen3.5 embedding unpacking bug differs from GPT-OSS tensor-parallel failure." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to the Mistral-3 dtype mismatch." + "reason": "Mixtral grouped_mm tracing error is unrelated to Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to the MPS histogram kernel limitation." + "reason": "Different models and different backend-specific failures." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different model families and failure modes: autocast dtype mismatch vs NVFP4 runtime error." + "reason": "Different dtype/runtime issues on different models." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Liger Kernel cross_entropy behavior and Phi-tiny-MoE autocast mismatch are unrelated." + "reason": "GraniteMoEHybrid invalid method is unrelated to the MPS histogram not implemented error." }, { - "left": "issue:44322", - "right": "issue:45464", + "left": "issue:43716", + "right": "issue:44292", "accept": false, - "reason": "Qwen3.5 config attribute error and chat/completions streaming failure are distinct issues." + "reason": "Different model-specific dtype/runtime problems." }, { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3.5 chat-ish behavior, but one is a crash in transformers chat and the other is a streaming API failure on a different model size." + "reason": "NVFP4 runtime failure is unrelated to Qwen3.5 embedding unpacking." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "Mistral3 lm_head weight-tying bug and Ovis2 checkpoint corruption are unrelated." + "reason": "Liger Kernel cross_entropy issue is unrelated to Qwen3.5 embedding unpacking." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:41762", + "right": "issue:43638", "accept": false, - "reason": "GLM-4.7 test loading problem and NemotronH checkpoint loading problem are different model-specific failures." + "reason": "Gemma3/Gemma3 ZeRO-3 index error is similar in shape but a different model and failure path." }, { - "left": "issue:43901", + "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Different docs regressions: return_all_scores in TextClassificationPipeline vs removed transformers run command." - }, - { - "left": "issue:39290", - "right": "issue:41720", - "accept": false, - "reason": "Gemma3 sliding_window_pattern issue and Qwen3 CUDA assert are unrelated." - }, - { - "left": "issue:43425", - "right": "issue:45070", - "accept": false, - "reason": "Torch compatibility and PretrainedConfig pydantic-field breakage are different problems." - }, - { - "left": "issue:43596", - "right": "issue:45800", - "accept": false, - "reason": "DeepSpeed ZeRO-3 BertModel init error is unrelated to torch/transformers version incompatibility." + "reason": "Both are docs issues for removed v5 features, but they target different references." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "Whisper-large-v2 loading failure and PretrainedConfig pydantic regression are unrelated." + "reason": "Mistral-3 dtype mismatch is unrelated to Qwen3-vl-embedding StopIteration." }, { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "Chat crash and streaming inference failure are different Qwen3.5 bugs." + "reason": "Different backend/model combinations and different runtime errors." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:44918", + "right": "issue:45685", "accept": false, - "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are unrelated." + "reason": "Qwen3.5 embedding issue is unrelated to MPS histogram op failure." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:43039", + "right": "issue:43828", "accept": false, - "reason": "Both are load failures, but for different models and with different likely causes." + "reason": "Different dtype-related bugs in different subsystems." }, { - "left": "issue:43854", - "right": "issue:43866", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "GLM-4.7 test load issue is unrelated to Ovis2 checkpoint corruption." + "reason": "DeepSpeed collective mismatch is unrelated to trainer compute_loss API breakage." }, { - "left": "issue:39290", - "right": "issue:43531", + "left": "issue:34928", + "right": "issue:36010", "accept": false, - "reason": "Both mention sliding_window, but the models and bugs differ: Gemma3 config attribute vs Qwen3-MoE sliding_window behavior." + "reason": "Activation checkpointing/FSDP bug is unrelated to the GenerationMixin import error." }, { - "left": "issue:41093", - "right": "issue:43638", + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Mask-length mismatch and ZeRO-3 BertModel index-out-of-bounds are different errors." + "reason": "Liger Kernel cross_entropy call issue is unrelated to mask-shape indexing error." }, { - "left": "issue:43425", - "right": "issue:45070", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Torch-version incompatibility is unrelated to the pydantic PretrainedConfig field regression." + "reason": "Different docs regressions: text classification docs vs run command docs." }, { - "left": "issue:43596", - "right": "issue:45800", + "left": "issue:41762", + "right": "issue:43596", "accept": false, - "reason": "DeepSpeed ZeRO-3 BertModel init bug is unrelated to torch/transformers version incompatibility." + "reason": "Both involve DeepSpeed ZeRO-3 and index errors, but the affected models and root causes differ." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:39290", + "right": "issue:41720", "accept": false, - "reason": "Whisper model loading failure and PretrainedConfig pydantic issue are unrelated." + "reason": "Gemma3TextConfig/vLLM issue is unrelated to Qwen3 auto device mapping CUDA assert." }, { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "Different Qwen3.5 chat/streaming failures with different symptoms and models." + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device-mapping forward mismatch." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "Different models and error types." + "reason": "Liger Kernel cross_entropy issue is unrelated to Qwen3-vl-embedding StopIteration." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and checkpoint-loading logic bug are not the same underlying issue." + "reason": "Corrupted checkpoint and NemotronH loading bug are not the same issue." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Test loading failure for GLM-4.7 and Ovis2 checkpoint corruption are unrelated." + "reason": "Unit-test model load failure differs from a corrupted checkpoint report." }, { "left": "issue:39290", - "right": "issue:41720", + "right": "issue:43531", "accept": false, - "reason": "Unrelated model/runtime failures despite both being recent inference bugs." + "reason": "Gemma3TextConfig attribute bug is unrelated to Qwen3-MoE sliding_window issue." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:41093", + "right": "issue:43638", "accept": false, - "reason": "Qwen3.5 embedding unpacking issue is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "Mask/tensor shape mismatch is a different bug from the ZeRO-3/BERT index error." }, { - "left": "issue:43541", - "right": "issue:43828", + "left": "issue:43425", + "right": "issue:45070", "accept": false, - "reason": "Mixtral torch-dynamo tracing failure and Phi-tiny-MoE autocast mismatch are different bugs." + "reason": "Torch version incompatibility is unrelated to the pydantic PretrainedConfig field regression." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:43596", + "right": "issue:45800", "accept": false, - "reason": "Different model families and error mechanisms." + "reason": "ZeRO-3/BERT index error is unrelated to torch/transformers version incompatibility." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Liger Kernel cross_entropy call path is unrelated to the tensor mask shape mismatch." + "reason": "Whisper load failure is unrelated to the pydantic PretrainedConfig regression." }, { - "left": "issue:41762", - "right": "issue:43638", + "left": "issue:45362", + "right": "issue:45464", "accept": false, - "reason": "Gemma3 zero-3 loading failure and BertModel zero-3 index error are different model-specific bugs." + "reason": "Qwen3.5 chat crash and streaming inference failure are different symptoms." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Both are docs issues for v5 removals, but they reference different removed behaviors and should not be merged." + "reason": "lm_head weight tying bug is unrelated to Ovis2 checkpoint corruption." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:39290", + "right": "issue:45823", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3-vl StopIteration on video embedding." + "reason": "Different model/config issues; not the same bug." }, { - "left": "issue:43828", + "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to the MPS histogram kernel error." + "reason": "Qwen3.5 streaming failure is unrelated to the MPS histogram backend error." }, { - "left": "issue:44560", + "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl video StopIteration and MPS histogram kernel failure are unrelated." + "reason": "Mixtral torch.dynamo tracing failure is unrelated to the MPS histogram issue." }, { - "left": "issue:43039", + "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy routing is unrelated to Phi-tiny-MoE autocast mismatch." - }, - { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "DeepSpeed ZeRO-3 collective mismatch and Trainer compute_loss signature mismatch are unrelated." + "reason": "Different models and different numerical/runtime failures." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:36010", + "right": "issue:39290", "accept": false, - "reason": "FSDP checkpointing issue and GenerationMixin import failure are unrelated." + "reason": "GenerationMixin import error is unrelated to Gemma3TextConfig missing attribute." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted soft edge is well-supported by the packet: 43596 and 43638 have nearly identical DeepSpeed ZeRO-3 / BertModel index-out-of-bounds reports. The rest of the soft edges are appropriately rejected as unrelated or at most loosely similar. No mergeability concerns since this is an issue-only cluster." + "feedback": "Grounded overall. The summary stays conservative, and the only accepted duplicate pair is well-supported by the very close ZeRO-3/BERT index-out-of-bounds titles. I did not see any soft-edge verdict that overstates the evidence based on the packet." }, "evaluator_used": true, "retried": false, @@ -760,8 +736,8 @@ "issue:43541|issue:45161", "issue:43828|issue:45464", "issue:44291|issue:45070", - "issue:45020|issue:45800", "issue:43366|issue:45464", + "issue:45020|issue:45800", "issue:43531|issue:45070", "issue:43541|issue:44589", "issue:41093|issue:43596", @@ -786,244 +762,244 @@ "issue:44292|issue:45507", "issue:39692|issue:43054" ], - "prepared_review_unit_hash": "834dbbf656f28dee7ab7880cd7308af40fb4f15ff87b18b13ca9fd86656ce448", + "prepared_review_unit_hash": "f97f38e2cb29fcb674c8580b43832c1c7e21297134d41898c96578dab3c7314d", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37492, - "estimated_input_tokens": 9373, - "estimated_eval_tokens": 19002 + "serialized_chars": 37495, + "estimated_input_tokens": 9374, + "estimated_eval_tokens": 19004 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues grouped by superficial lexical similarity. The only clear duplicate subcluster is the v5 non-persistent-buffer corruption regression (`from_pretrained()` / `register_buffer(persistent=False)`), where the reports describe the same underlying bug from different angles.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43950 is the clearest and most complete statement of the shared non-persistent-buffer regression, and it subsumes the shorter v5 reports.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports. The only clear duplicate subcluster is the Transformers v5 non-persistent-buffer regression, where three issues describe the same corruption bug from slightly different angles.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43950 is the best canonical issue because it most precisely states the shared regression (`from_pretrained()` corrupting non-persistent buffers) and sits at the center of the clear duplicate subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best representative because it precisely describes the bug, names the regression scope, and is broad enough to cover the related duplicate reports.", + "best_issue_reason": "issue:43950 is the strongest representative issue in this cluster: it is specific, regression-focused, and matches the confirmed duplicate theme better than the broader rephrasings.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Different failures: processor/model loading bug vs torch compile error on non-template nodes; no shared code-path bug." + "reason": "Different failures: a processor/model load problem versus a compile-time template-node TypeError." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "A version incompatibility report is not the same bug as a Gemma4 device-map forward mismatch." + "reason": "Both mention version/model incompatibility, but one is a torch-transformers compatibility report and the other is a Gemma4 device-mismatch forward bug." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but they occur in different contexts/models and point to different underlying causes." + "reason": "Both are index-out-of-bounds style errors, but the model paths and triggering conditions differ; not clearly the same bug." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading failure and GPT-OSS GGUF architecture support are unrelated issues." + "reason": "One is a vLLM/PaddleOCR-VL loading failure; the other is GGUF support for gpt-oss. Same area, different bug." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing `pad_token_idx` after v5 update is not the same as the pydantic `PretrainedConfig` field regression." + "reason": "Unrelated regressions: missing pad_token_idx in StableLmConfig versus a pydantic PretrainedConfig field breakage." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "int4 quantization OOM and tied-weights issues are different regressions." + "reason": "One is an int4 quantization memory/OOM regression; the other is a tied-weights issue in translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different model families and different failures: grouped_mm tracing error vs TP support on GPT-OSS MoE." + "reason": "Both involve MoE/GPT-style models, but the reported runtime failures and code paths differ." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to streaming chat/completions failures on Qwen3.5." + "reason": "An autocast dtype-mismatch error and a chat/completions streaming failure are not the same concrete bug." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "`init_empty_weights` constructor argument error is unrelated to the `PretrainedConfig` pydantic field regression." + "reason": "Different regressions: init_empty_weights argument handling versus a pydantic model field breakage." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:43366", + "right": "issue:45464", "accept": false, - "reason": "Remote-code model breakage and torch/transformers compatibility are different problem classes." + "reason": "GPT-OSS GGUF support and Qwen3.5 streaming chat failures are unrelated." }, { - "left": "issue:43366", - "right": "issue:45464", + "left": "issue:45020", + "right": "issue:45800", "accept": false, - "reason": "GPT-OSS GGUF support and Qwen3.5 streaming inference are unrelated." + "reason": "Remote-code breakage and torch/transformers incompatibility are too broad and do not point to one shared defect." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic config regression." + "reason": "Qwen3-MoE sliding_window behavior and PretrainedConfig/pydantic regression are different problems." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Torch-dynamo grouped_mm tracing error and missing Float8 storage are distinct runtime failures." + "reason": "Different code paths: torch dynamo grouped_mm tracing versus missing Float8 storage support." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Similar IndexError wording, but the affected path/model differs and the reports do not describe the same bug." + "reason": "Both are index errors under ZeRO-3, but the reported shapes/models and likely root causes differ." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "SigLIP2 text embedding quality and SigLIP2 AutoModel/pipeline nonsense outputs are related domain-wise but not the same concrete defect." + "reason": "Both concern SigLIP2 quality, but one is a general embedding-quality complaint and the other is an AutoModel/pipeline misbehavior report." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Undefined TensorFlow backend error and torch/transformers incompatibility are unrelated." + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and a generic GLM5 issue are not the same underlying bug." + "reason": "WikiText-2 perplexity on gpt-oss and a GLM5 issue are different model-level reports." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image preprocessor dtype mismatch and Qwen3.5 embedding unpacking fail are different code paths." + "reason": "Both involve model/input mismatches, but one is an image preprocessor dtype issue and the other is an embeddings/unpacking issue with trl SFT." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error and Qwen3.5 SFT embedding unpacking are unrelated." + "reason": "FSDP weight-shape runtime error and Qwen3.5 embedding unpacking are not the same bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve remote-code/custom modules, but one is a cache-path collision and the other is loading the wrong module after save/load; not the same bug." + "reason": "Both are about custom-code loading, but one is a leaf-directory cache collision and the other is wrong module loading after save_pretrained; not enough to merge as one bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they target different models and different failure modes; too broad to merge." + "reason": "Tied lm_head weights in Mistral3 and tied weights on translation models are related conceptually but not the same concrete issue." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom model initialization regression is unrelated to flash-attn fallback checks." + "reason": "Notebook/custom-model initialization and flash-attn fallback checks are unrelated regressions." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weight regressions." + "reason": "PagedAttentionCache linear_attention failure and tied-weights translation-model regression are different subsystems and bugs." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion and a docs typo are unrelated." + "reason": "DSA indexer ReLU discussion and docs mentioning removed run command are unrelated." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure and flash-attn fallback gating are unrelated." + "reason": "Qwen3Moe FineGrainedFP8Config failure and flash-attn fallback gating are different issues." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and tied weights in translation models are different issues." + "reason": "Quantization/offloading behavior and tied-weights handling are not the same bug." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight regressions." + "reason": "NemotronH checkpoint loading and tied weights in translation models are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and a removed-run-command docs issue are separate documentation problems." + "reason": "A cache-strategy typo and a removed CLI command in docs are not the same underlying change." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + "reason": "Qwen3.5 SFT input-embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and NVFP4 runtime errors are unrelated." + "reason": "Incorrect detokenization and Qwen-3-8B-NVFP4 runtime errors do not share a concrete code path." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both describe the same v5 regression where non-persistent buffers are corrupted/fill with junk during loading." + "reason": "Same regression: both report Transformers v5 corrupting non-persistent buffers; only wording differs." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "`43644` and `43950` are the same non-persistent-buffer corruption bug, with `43950` providing the broader `from_pretrained()` framing." + "reason": "Same underlying bug in the v5 non-persistent-buffer handling regression; 43950 just states the API and corruption more explicitly." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime errors and GraniteMoEHybrid invalid-method calls are different bugs." + "reason": "Different model/runtime failures: Qwen-3-8B-NVFP4 versus GraniteMoEHybrid invalid method calls." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 documentation errors and SigLIP2 text-embedding quality regressions are not the same defect." + "reason": "Both mention SigLIP2, but one is a docs example mismatch/quantization failure and the other is text-embedding quality regression; not the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet, and the only accepted duplicate subcluster is well supported by the issue titles/descriptions around the v5 non-persistent-buffer corruption bug. The remaining soft-edge rejections are conservative and do not overclaim equivalence." + "feedback": "Grounded overall: the packet supports the claim that most items are unrelated and that 43644/43950/44534 form the clear duplicate subcluster around non-persistent-buffer corruption in Transformers v5. The conservative false verdicts are reasonable from the titles alone, and no pair is overstated as mergeable beyond what the packet supports." }, "evaluator_used": true, "retried": false, @@ -1113,8 +1089,8 @@ "issue:42947|issue:43856", "issue:43881|issue:43883", "issue:41762|issue:42915", - "issue:42491|issue:44368", "issue:43782|issue:44960", + "issue:42491|issue:44368", "issue:43975|issue:44451", "issue:45685|issue:45823", "issue:43824|issue:43872", @@ -1128,20 +1104,20 @@ "issue:43404|issue:43950", "issue:43742|issue:45399" ], - "prepared_review_unit_hash": "ae7b69b56eb4cddbf0520f02f0e14769dd55e6c5acb22e9bf55d6ed777be2137", + "prepared_review_unit_hash": "9865c39becefa3a005dae70336e39b858cb830ab5d19f3c65998f061e5b7f169", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37385, + "serialized_chars": 37387, "estimated_input_tokens": 9347, "estimated_eval_tokens": 18950 }, @@ -1150,222 +1126,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issue reports. The only clear duplicate pair is the docs cleanup around removed v5 pipeline tasks; no PRs are present.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 44509 is the broadest and most explicit tracker for the docs problem about stale v5 pipeline-task references; 43827 is a narrower duplicate of the same documentation gap.", + "summary": "This cluster is mostly a mixed bag of unrelated model-loading, quantization, device, and docs regressions. The only clear duplicate pair is the two v5 docs issues about removed pipeline tasks; most other soft matches are too broad or only share a subsystem/theme.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44509 is the clearest representative of the one true duplicate group: it precisely states the lingering v5 docs references to removed pipeline tasks, whereas issue:43827 is the same cleanup in a more generic form.", "canonical_pr_reason": null, - "best_issue_reason": "44509 is the best single issue to keep because it cleanly captures the underlying docs cleanup and is more comprehensive than the overlapping ticket.", + "best_issue_reason": "issue:44509 is the strongest single issue here because it is specific, actionable, and directly matches its duplicate counterpart; the rest of the items are mostly unrelated one-off regressions rather than a cohesive bug cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both involve Qwen3.5 attention/position-id problems, but one is an autocast dtype mismatch and the other is a FlashAttention/SDPA numerical failure; not the same bug." + "reason": "Different models and different failure modes: autocast dtype mismatch vs Qwen3.5 flash-attn/position_ids crash." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Both are runtime errors, but one is a custom Trainer signature mismatch and the other is a model-loading index error for Gemma3; different code paths." + "reason": "Unrelated errors: a custom training loss signature mismatch vs a ZeRO-3 loading IndexError." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "An import error for AutoImageProcessor is unrelated to a torch/transformers version incompatibility causing model loading issues." + "reason": "Only a broad version-compatibility theme is shared; not the same concrete import bug." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption for Ovis2 is not the same as generic loading noise; different artifacts and failure modes." + "reason": "Corrupted checkpoint report is not the same as generic loading noise." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are dependency/storage-related TypeErrors, but one is bitsandbytes Int8Params and the other is a missing Float8 storage type; different underlying incompatibilities." + "reason": "Both are compatibility-type errors, but they involve different quantization/storage paths and are not the same bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality regression and broad tokenization changes are related only at a high level, not the same concrete bug." + "reason": "SigLIP2 embedding quality issue vs tokenizer behavior change; too different in symptom and scope." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "A bad AutoTokenizer error for Voxtral and a missing all_tied_weights_keys attribute on Molmo are unrelated model-loading bugs." + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to Molmo's missing tied-weights attribute." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2, but one reports zero probabilities while the other reports weaker text embeddings; too different to merge." + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is embedding quality; not clearly the same defect." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both mention Qwen3.5 and position/rotary logic, but one is a FlashAttention crash from 3D position_ids and the other is CPU offload incompatibility; separate fixes." + "reason": "Flash-attn packed-sequence crash and CPU-offload rotary embedding incompatibility are different code paths." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer loading and glm-4v-9b loading are different model-specific failures." + "reason": "Different models and different failures." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/PEFT behavior is unrelated to int4 quantization memory growth." + "reason": "Both mention memory, but one is ineffective gradient checkpointing and the other int4 CUDA reserved-memory growth." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both are about SigLIP2 discrepancies, but one is a user-facing embedding-quality complaint and the other is an HF-vs-JAX implementation mismatch; not clearly the same bug." + "reason": "Likely related SigLIP2 problems, but the evidence is too indirect to treat them as the same bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic transformer-loading noise and inability to load a specific model are too broad to treat as duplicates." + "reason": "Generic loading noise is not the same as a specific model load failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Missing fields in AutoConfig with trust_remote_code and general remote_code breakage overlap conceptually, but they are not the same specific failure." + "reason": "Both involve remote-code loading, but one is missing config fields and the other is broader recent-version breakage." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "A detokenization regression for DeepSeek Coder is unrelated to a flash_attn import KeyError on Python 3.13." + "reason": "Tokenizer detokenization regression is unrelated to the flash_attn import-utils KeyError." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "DeepSeek detokenization and AMD GPU support for GPT-OSS are unrelated." + "reason": "DeepSeek tokenization bug and AMD GPU support issue are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they involve different models and different failure conditions." + "reason": "Generic loading noise is not the same as a specific model failing to load." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are different training-path issues." + "reason": "Both are training-memory complaints, but not the same mechanism or fix." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are load-time errors, but one is a glm-4v-9b failure and the other is a missing attribute on Molmo; unrelated." + "reason": "Different model families and different loading/runtime errors." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading and Qwen3 MoE fine-grained FP8 failures are distinct model/runtime interactions." - }, - { - "left": "issue:42491", - "right": "issue:44368", - "accept": false, - "reason": "A Qwen3 MoE LoRA compatibility issue is not the same as a warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning." + "reason": "Gemma3 ZeRO-3 load failure and Qwen3MoE FP8 failure are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 are unrelated model-specific issues." + "reason": "Qwen3VL weight_only load error is not the same as the GLM5 issue." }, { - "left": "issue:43975", - "right": "issue:44451", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "DeepSeek Coder detokenization and inability to load ScandiBERT are unrelated regressions." + "reason": "Version-compatibility warning vs LoRA compatibility breakage; related theme, different bug." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "A MoE MPS histogram error and a Gemma4 device-map mismatch are separate backend/device bugs." + "reason": "MPS histogram kernel limitation and Gemma4 device mismatch are different device issues." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "An import error for Qwen2.5-VL and a bitsandbytes Int8Params TypeError do not share the same code path." + "reason": "Importing a missing model class is unrelated to bitsandbytes Int8Params incompatibility." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code breakage and Gemma4 PLE device mismatch are different regressions." + "reason": "Remote-code breakage and Gemma4 device-mapping mismatch are different problems." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "A tokenizer-mapping edge case in add-new-model-like is not the same as broad remote_code breakage." + "reason": "Tokenizer mapping logic failure is not the same as remote-code model loading regression." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for EMBEDDIA/est-roberta and flash-attn fallback logic are unrelated." + "reason": "Tokenizer load failure and flash-attn fallback gating are unrelated." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Qwen3.5 autocast dtype mismatch and Gemma4 device mismatch are different model/backend failures." + "reason": "Autocast dtype mismatch and PLE device mismatch are different runtime errors." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error and bitsandbytes storage/parameter incompatibility are unrelated." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code regressions and Kimi-K2.5 tokenizer regression are unrelated." + "reason": "Both are version regressions, but one is remote-code loading and the other is a Kimi-K2.5 tokenizer regression." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash and flash-attn fallback gating are different issues." + "reason": "Mistral regex patch crash and flash-attn2 fallback gating are unrelated." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report stale docs still referencing removed v5 pipeline tasks; 44509 is the broader duplicate tracker." + "reason": "Both report stale docs still referencing pipeline tasks removed in v5; same documentation cleanup." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "LM-head weight tying in Mistral3 and non-persistent buffer corruption on from_pretrained are unrelated state-initialization bugs." + "reason": "Tied lm_head weights bug and non-persistent buffer corruption are different state/load bugs." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading failure and flash-attn fallback blocking are unrelated." + "reason": "MobileLLM key error is unrelated to flash-attn fallback checks." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is conservative and grounded in the packet. The only accepted duplicate pair (43827 vs 44509) is clearly aligned by title, and the remaining soft-edge verdicts stay on the safe side by distinguishing different model/error paths. No PRs are present, so the PR note is also consistent." + "feedback": "The summary is grounded in the packet and stays conservative on the soft matches. The only accepted duplicate pair, issue:43827 \u2194 issue:44509, is well supported by the titles and descriptions, and the rejected pairs are mostly appropriately treated as same-subsystem-but-different-bug rather than duplicates." }, "evaluator_used": true, "retried": false, @@ -1388,7 +1364,6 @@ "nodes": [ "issue:24643", "issue:30064", - "issue:36010", "issue:36331", "issue:41093", "issue:41553", @@ -1432,6 +1407,7 @@ "issue:45584", "issue:45588", "issue:45663", + "issue:45685", "issue:45823", "issue:45834" ], @@ -1460,241 +1436,241 @@ "issue:43366|issue:43531", "issue:43950|issue:45834", "issue:43550|issue:44910", + "issue:44560|issue:45685", "issue:43824|issue:43957", "issue:43645|issue:43646", "issue:43366|issue:44589", "issue:42915|issue:43957", "issue:42617|issue:43366", "issue:44560|issue:44918", - "issue:43950|issue:45325", - "issue:36010|issue:42915" + "issue:43950|issue:45325" ], - "prepared_review_unit_hash": "e066287aa8a3c89e68e491680c31fad38cfa2451d452ab3020086f2c706fa3b9", + "prepared_review_unit_hash": "d74958cfb31320a7475bf33735a9d76fcdf1d5aad296a17b491be1a8a00adc43", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37386, - "estimated_input_tokens": 9347, - "estimated_eval_tokens": 18950 + "serialized_chars": 37381, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of Transformers regression reports, especially model-loading / init / remote-code issues in v5.x, plus several unrelated model-specific bugs. Only a few soft pairs look like true duplicates.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella for the recurring theme in this set: recent Transformers versions breaking model loading and remote_code-based models. The rest of the items are mostly narrower manifestations or separate bugs.", + "summary": "This cluster is mostly a set of unrelated issue reports with a few likely duplicate pairs. I only found three soft edges that look like true duplicates: the custom-model-init regression, the `_is_hf_initialized` loading failure, and the repeated mask/tensor length IndexError.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the cleanest, broadest statement of the custom model initialization regression, while issue:43645 reads like a narrower Jupyter-specific instance of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the most reusable triage anchor because it covers the widest share of the loading-regression reports, while the other candidates are more specific to one model family or one exact failure mode.", + "best_issue_reason": "issue:43646 is the best representative issue overall because it is concise, general, and easy to search/triage compared with the more environment-specific duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both are audio-related, but one is a generic Whisper runtime failure and the other is a specific fbank extraction issue; not enough evidence of the same bug." + "reason": "Different audio issues: one is a Whisper model run failure, the other is a feature-extraction function bug." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Both mention recent-model regressions, but one is a Qwen3-MoE FP8 failure and the other is a broad remote_code loading regression; different concrete problems." + "reason": "Different problems: a Qwen3MoE FineGrainedFP8Config failure versus a broad remote_code regression." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Different model families and different failure modes: Qwen3 MoE weight conversion vs a corrupted Ovis2 checkpoint." + "reason": "Both are model-loading complaints, but they concern different models and different failure modes." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "ZeRO-3 training on a non-pretrained BERT model and a Gemma4 device-mismatch forward error are unrelated." + "reason": "Different code paths: DeepSpeed ZeRO-3 training index error vs Gemma4 device-map forward mismatch." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both describe the same `_is_hf_initialized` incompatibility during model loading / init, just surfaced through bitsandbytes vs init_empty_weights." + "reason": "Same underlying `_is_hf_initialized`/empty-weights loading regression; one report surfaces through bitsandbytes, the other through init_empty_weights." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures, but they target different Qwen generations and the titles do not establish the same root cause." + "reason": "Both mention ZeRO-3 weight loading, but they target different Qwen variants and the reports point to different missing-weight symptoms." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3-MoE FP8 behavior and a bitsandbytes `_is_hf_initialized` incompatibility are different bugs." + "reason": "Unrelated: FP8/Qwen3MoE failure versus bitsandbytes `_is_hf_initialized` constructor incompatibility." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading reports, but they concern different models and different symptoms." + "reason": "Both are tokenizer-loading problems, but for different models and different error behavior." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash load issues and NemotronH checkpoint-loading failures are unrelated model-specific bugs." + "reason": "Different checkpoints/models and different loading failures." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "One is Qwen3 MoE weight conversion under accelerate+deepspeed; the other is gradient averaging with GAS and DeepSpeed." + "reason": "Different bugs: weight conversion under accelerate+deepspeed vs gradient averaging under GAS." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different training-path errors: a Trainer API signature mismatch vs a tensor mask shape mismatch." + "reason": "Different errors and code paths: Trainer signature mismatch vs tensor mask-shape IndexError." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Both involve attention behavior, but one is a Qwen3.5 SDPA/position_ids regression and the other is a flash_attention crash on sink-less models." + "reason": "Unrelated: Qwen3.5 RLHF/SDPA numerical instability versus flash-attention aux-state AttributeError." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Bitsandbytes constructor incompatibility and CLIPTokenizer max-length handling are unrelated." + "reason": "Different subsystems: model loading constructor kwargs vs CLIPTokenizer max length handling." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "These are the same generic mask-vs-indexed-tensor shape-mismatch error pattern and appear to be duplicate reports of the same underlying indexing bug." + "reason": "Same mask/tensor length mismatch IndexError pattern; these look like duplicate reports of the same bug." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both mention loading problems, but one is a bad error message for Voxtral and the other is a model-loading failure for sleng-bert." + "reason": "Both are loading failures, but for different tokenizers/models and different underlying causes." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Qwen3.5 linear_attention/paged-attention failure and NemotronH checkpoint loading are different issues." + "reason": "Different issues: Qwen3.5 PagedAttentionCache crash versus NemotronH checkpoint loading." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Both point to the same Qwen3/Qwen3.5 video-input regression in Transformers 5.3.0, with 44560 being a specific manifestation." + "accept": false, + "reason": "Same broad Qwen3.5 area, but one is a video-input regression and the other is a different embedding/video error." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error and void segmentation-map processing are unrelated." + "reason": "Completely different domains: DeepSpeed training RuntimeError vs image processor segmentation-map handling." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and a Phi-tiny-MoE autocast dtype mismatch are not the same bug." + "reason": "Unrelated: GGUF gpt-oss architecture support versus Phi MoE autocast dtype mismatch." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states handling and a device_map auto device mismatch are separate Gemma4 problems." + "reason": "Both are Gemma4 issues, but one is FSDP2 shared_kv_states logic and the other is a device-map mismatch." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription generation failure are different audio bugs." + "reason": "Both involve audio generation/inference, but they are different bugs with different triggers and symptoms." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior do not match." + "reason": "Different Qwen3/GGUF loading and sliding-window bugs." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained and a long-OCR index error in Kosmos2.5 are unrelated." + "reason": "Different bugs: non-persistent buffer corruption in from_pretrained vs Kosmos2.5 OCR index error." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "These are different attention-path crashes: torch.compile+SDPA on Bamba vs 3D position_ids misread as packed sequence on Qwen3.5." + "reason": "Both touch Qwen3.5 attention, but the reported failures are different code paths and not clearly one bug." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated: Qwen3-vl video StopIteration versus an MPS histogram kernel limitation." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "A missing Qwen2.5-VL import and a meta-device loading regression are related only at a very broad loading level, not the same bug." + "reason": "Different issues: missing class import versus meta-device model loading regressions." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These are effectively the same custom-model initialization regression in Transformers 5.0.0; 43645 is just the Jupyter-specific report." + "reason": "Same Transformers 5.0.0 custom-model-initialization regression; the notebook mention is just a narrower environment-specific variant." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated." + "reason": "Different model/feature areas and different runtime errors." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3-MoE FP8 failure and meta-device loading regressions are different concrete issues." + "reason": "Different failures: Qwen3MoE FP8 config issue versus meta-device loading regression." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + "reason": "No clear overlap: 3d_parallel.py run failure versus GGUF gpt-oss architecture support." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3-family inputs, but video StopIteration and SFT embedding unpacking are different code paths and symptoms." + "reason": "Both reference Qwen3.5, but one is a video input StopIteration and the other is an embedding unpacking/trainer issue." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Buffer restoration regression and Qwen2.5-VL rope-index scaling are unrelated." - }, - { - "left": "issue:36010", - "right": "issue:42915", - "accept": false, - "reason": "GenerationMixin import failure and Qwen3-MoE FP8 failure are unrelated." + "reason": "Different bugs: non-persistent buffer corruption versus Qwen2.5-VL rope-index scaling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering summary is grounded in the packet and stays mostly conservative. The broad anchor on 45020 is defensible, and the accepted soft pairs all have strong title-level or root-cause overlap (_is_hf_initialized, identical mask-shape IndexError, the v5.3.0 Qwen3 video regression, and the custom-model init regression). The rejected pairs also avoid overclaiming similarity. " + "feedback": "The summary is well grounded in the packet, and the three accepted soft edges are conservative and supported by the issue titles/body context. The rejected pairs also read as cautious, with no obvious overstatement. Canonical issue selection between 43645/43646 is reasonable." }, "evaluator_used": true, "retried": false, @@ -1766,6 +1742,7 @@ ], "soft_pairs": [ "issue:44661|issue:45823", + "issue:36010|issue:42915", "issue:38175|issue:43994", "issue:43632|issue:45834", "issue:44560|issue:44805", @@ -1799,241 +1776,241 @@ "issue:36010|issue:39404", "issue:45276|issue:45335" ], - "prepared_review_unit_hash": "fe6c9c2766dd778e68ef53685144e643f0a33c4ed6f9cfaf435a42fd7a633520", + "prepared_review_unit_hash": "efa3b4472fd22cba3cdadc42919ad6e08b161af97d06adfcc7dff8a4bd311367", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37487, - "estimated_input_tokens": 9372, - "estimated_eval_tokens": 19000 + "soft_pair_count": 34, + "serialized_chars": 37781, + "estimated_input_tokens": 9446, + "estimated_eval_tokens": 19148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous mix of Transformers bugs. Only a few soft pairs look like true duplicates, especially the non-persistent-buffer regression and a couple of repeated model-output/token embedding regressions; most other pairs are only superficially similar.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 44534 is the best representative because it states the core bug broadly and clearly, and it has an exact duplicate in 43644 about the same non-persistent-buffer corruption regression in v5.", + "summary": "Mostly a heterogeneous cluster of model-loading, tokenizer, config, and memory/regression reports. From titles alone, only a small number of soft edges look like the same underlying bug; most candidates should stay rejected.", + "confidence": 0.48, + "canonical_issue_reason": "No issue cleanly covers the whole cluster. 44488 is the best broad representative because it captures the recurring user-facing model/tokenizer loading regression theme, but it does not unify the unrelated sub-bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44534 is the strongest single issue to anchor on: it is generic, reproducible, and closest to a clean one-bug/one-fix report among the items here.", + "best_issue_reason": "44488 is the most umbrella-like, user-facing regression report in the set and best matches the repeated loading-failure pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different bugs: tokenizer-mapping model registration failure vs Gemma4 device-mismatch during forward." + "reason": "Different failures and code paths: tokenizer-mapping lookup vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated bugs: GenerationMixin import error vs Qwen3Moe FP8 load failure." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Both describe the same SigLIP2 base model regression where inference gives wrong/near-zero outputs with AutoModel/pipeline." + "reason": "Same SigLIP2 inference regression surface: both report broken outputs for google/siglip2-base-patch16-224." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Unrelated failures: _is_hf_initialized / v5 initialization flag issue vs Kosmos2.5 long-ocr index error." + "reason": "Different code paths and symptoms: `_is_hf_initialized` flag regression vs Kosmos2.5 OCR index error." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different concrete failures: Qwen3-VL video StopIteration vs a mask/tensor shape mismatch." + "reason": "Both are indexing failures, but the model/symptom details do not indicate the same bug." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config validation, but they are different model/config failures with no clear same underlying bug." + "reason": "Both mention config loading, but the titles do not establish the same concrete validation bug." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/BertModel indexing bug is unrelated to the tokenizer-mapping registration failure." + "reason": "Different problems: ZeRO-3/BertModel initialization vs tokenizer-mapping logic." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different code paths and symptoms: Zero3 init BertModel index error vs add-new-model-like tokenizer mapping bug." + "reason": "Only a generic error theme overlaps; the concrete failures look unrelated." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "No shared underlying bug; this is tokenizer-mapping registration versus a tensor mask-shape index error." + "reason": "Tokenizer-mapping bug vs mask/tensor shape mismatch; not the same underlying issue." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both are offloading/memory related, but one is dequantized model loading and the other is mmap OOM on Strix Halo." + "reason": "Both involve loading/memory, but the concrete failures and fixes differ." }, { "left": "issue:43644", "right": "issue:44534", - "accept": true, - "reason": "Same non-persistent-buffer junk regression in Transformers v5; these look like duplicate reports of the same bug." + "accept": false, + "reason": "The titles are very similar, but the packet only gives titles/release context, which is not enough to confirm an exact duplicate." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is bad inference output and the other is a docs example with model/processor mismatch plus quantization issues." + "reason": "Same model family, but one is bad inference output and the other is a docs/example plus quantization failure." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model-specific flash-attention problems on different models and failure modes." + "reason": "Different models and failures: GLM5 vs Qwen3.5 flash-attention generation crash." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and different layers of the tokenizer stack." + "reason": "Both are tokenizer regressions, but they affect different tokenizer code paths and model families." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading vs incorrect visual encoder keys on save." + "reason": "Different serialization/loading paths: ZeRO-3 weight loading vs save_pretrained visual-key serialization." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are BERT-model loading failures, but the reports are too model-specific and do not show the same concrete root cause." + "reason": "Both are model-loading complaints, but the visible evidence is too weak to prove the same root cause." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different bugs: Qwen3 MOE LoRA compatibility vs BitNet packed-weight loading." + "reason": "Different model families and different loading failures." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen3-related, but the failures are unrelated: device-mapping CUDA assert vs FineGrainedFP8Config load failure." + "reason": "Both are Qwen3-related, but the concrete problems differ: auto device mapping vs FP8 config loading." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint max_steps math bug is unrelated to optimizer-argument handling." + "reason": "Training resume step-count logic is unrelated to SGD argument handling." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures with no shared code-path evidence." + "reason": "Different checkpoints and different loading symptoms." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different subsystems: Qwen3-MoE LoRA loading vs resize_token_embeddings behavior." + "reason": "Qwen3 MoE LoRA loading issue vs Gemma4 resize_token_embeddings propagation bug." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different issues: Qwen3Moe FP8 loading vs disabling mmap to avoid OOM." + "reason": "Qwen3Moe FP8 config failure vs mmap/OOM on Strix Halo are different bugs." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MOE accelerate/deepspeed conversion bug is unrelated to the GLM-4.7-Flash test loading issue." + "reason": "Different model families and different loading code paths." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Related model family, but one is a documentation/example bug and the other is an inference regression; not the same concrete bug." - }, - { - "left": "issue:42491", - "right": "issue:43931", - "accept": false, - "reason": "Different model families and failure modes: Qwen3-MoE LoRA compatibility vs Qwen3-VL weight-shape mismatch." + "reason": "Both touch SigLIP2, but the visible reports point to different symptoms and contexts." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training-memory usage issue is different from quantization offloading behavior." + "reason": "Different memory/offload issues; the titles do not show the same bug." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and do not clearly share one concrete fix." + "reason": "Both are tokenizer-loading failures, but the model-specific reports do not establish the same code-path bug." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Non-persistent-buffer corruption is unrelated to the Jupyter custom-model initialization problem." + "reason": "The titles are near-identical, but there is not enough visible evidence here to confirm an exact root-cause duplicate." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Separate crashes in different components: chat flow vs transformers serve/Gemma4Processor." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both involve memory, but one is Qwen3 MoE training efficiency and the other is int4 reserved-memory/OOM regression." + "reason": "Both involve memory, but one is training inefficiency and the other is an int4 reserved-memory OOM regression." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but the bugs are different: packed-sequence misinterpretation vs s_aux=None AttributeError." + "reason": "Both involve flash attention, but the concrete failures are different." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Unrelated issues: Qwen3-MoE hf4.x/hf5.x loading incompatibility vs resize_token_embeddings not updating output embeddings." + "reason": "Unrelated bugs: Qwen3 MoE LoRA compatibility vs resize_token_embeddings propagation." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language regression." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings regression: output embeddings are not updated, with Gemma4 and t5gemma as model-specific manifestations." + "reason": "Same resize_token_embeddings propagation bug: both report embeddings not being updated after resize, with 45335 narrowing the affected target to decoder.embed_tokens." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary stays within the packet evidence and the accepted soft pairs are conservative: the two duplicate calls are well-supported by matching bug descriptions/titles, and the rejected pairs are mostly clearly different failure modes. No PR-pair mergeability issue applies here." + "accept": false, + "feedback": "The cluster summary is broadly grounded, but at least one soft-edge accept overstates the evidence. In particular, the 43644\u219443645 verdict reads like an exact/root-cause duplicate claim, yet the packet only gives titles and release context, not enough to confirm the same non-persistent-buffer bug. The same caution applies to some other accepted pairs where the reasoning is stronger than the visible evidence. The cluster is heterogeneous and the conservative call is to reject." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2108,20 +2085,20 @@ "issue:43425|issue:43957", "issue:39692|issue:44960", "issue:42947|issue:45704", - "issue:43335|issue:45663", "issue:43873|issue:44387", + "issue:43335|issue:45663", "issue:45663|issue:45759", "issue:45663|issue:45859", "issue:44291|issue:44756", - "issue:44387|issue:44756", "issue:44155|issue:45823", + "issue:44387|issue:44756", "issue:43854|issue:45216", "issue:44292|issue:44912", "issue:42947|issue:43381", "issue:43957|issue:44756", "issue:44743|issue:44960", - "issue:45684|issue:45698", "issue:45276|issue:45292", + "issue:45684|issue:45698", "issue:43381|issue:44928", "issue:44164|issue:44756", "issue:43646|issue:43708", @@ -2137,250 +2114,286 @@ "issue:44589|issue:44756", "issue:44683|issue:45823" ], - "prepared_review_unit_hash": "c5425b9b56a7fca99c5e9a318d7b469a7cbd7aac49a5be53fcee23c3d927a23e", + "prepared_review_unit_hash": "5c18d1474230ee7f60b5f8b114d8db2797a0d340d05cc2e7ad197cb5afe97b93", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38200, - "estimated_input_tokens": 9550, - "estimated_eval_tokens": 19356 + "serialized_chars": 38193, + "estimated_input_tokens": 9549, + "estimated_eval_tokens": 19354 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a collection of unrelated model-loading, quantization, checkpointing, and config regressions. The only clear duplicate-like subset is the resize_token_embeddings/output_embeddings reports around issues 45276/45292/(possibly 45335); everything else looks too model- or code-path-specific to merge.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue fits the full set; within the only plausible duplicate subset, issue 45292 is the best anchor because it states the generic resize_token_embeddings/output_embeddings symptom without narrowing to one model.", + "summary": "One clear duplicate pair was found: the two resize_token_embeddings reports are the same regression, with one being a narrower variant. The rest look like related-but-distinct model/loading issues, so they should stay separate.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45276 is the better canonical because it states the broader resize_token_embeddings regression and includes both output_embeddings and embed_tokens_per_layer, while 45292 is a narrower subset focused only on output_embeddings.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the broadest and most reusable report in the resize_token_embeddings cluster, so it is the best representative if that subset is triaged together.", + "best_issue_reason": "issue:45276 is the strongest cluster anchor: it is the most complete description of the shared resize_token_embeddings failure mode and subsumes the narrower companion report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both are load/save failures, but one is about extra_state serialization and the other about init_empty_weights receiving an unexpected argument; different code paths and fixes." + "reason": "Different failure modes: save/from_pretrained extra_state handling vs init_empty_weights/_is_hf_initialized loading error." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention lm_head tying, but they affect different model classes and likely different implementations; not enough evidence of the same underlying bug." + "reason": "Both involve lm_head tying, but they are different model classes and likely separate fixes rather than one shared bug." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Completely different symptoms and subsystems: device-mapping CUDA assert versus batched inference token/embedding leakage." + "reason": "Unrelated problems: Qwen3 device-mapping CUDA assert vs AudioFlamingo3 batched inference token leakage." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are model loading problems for BERT-like models, but the described failures differ and there is no clear shared root cause." + "reason": "Both are load failures, but the reported model/tokenizer issues are different and not clearly the same root cause." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device loading failures are distinct regressions with different trigger conditions." + "reason": "One is torch 2.10 compatibility, the other is meta-device loading breakage on transformers 5.x." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Documentation/example errors and a GLM5 model issue are unrelated." + "reason": "Documentation/example errors for SigLIP2 are unrelated to GLM5 model behavior." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA and a T5 apex RMSNorm memory leak are unrelated bugs." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to a T5 apex RMSNorm memory leak." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "Sparse-layer config creation and Gemma4 FSDP2 shared_kv_states KeyError are different model/config issues." + "reason": "Both mention quantization and memory, but one is offloading behavior and the other is int4 reserved-memory/OOM regression." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Both involve quantization and memory pressure, but one is offloading behavior and the other is increased reserved memory/OOM; too broad to be the same bug." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 shared_kv_states reconstruction." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different models and failure modes: Gemma4 FSDP2 KeyError versus Qwen multimodal config unwrapping." + "reason": "Different multimodal/config issues: Gemma4 FSDP2 KeyError vs Qwen 3.5/3.6 text_config unwrapping." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different code paths: FSDP2 shared_kv_states versus CPU-offload compatibility in rotary embedding." + "reason": "Both are Qwen/Gemma model bugs, but the code paths differ completely: Gemma4 shared_kv_states vs Qwen3.5Moe rotary embedding offload." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected init_empty_weights argument and disabling mmap for Strix Halo OOM are unrelated." + "reason": "Unexpected init_empty_weights argument error is unrelated to Strix Halo mmap OOM." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "Both mention memory, but one is quantization OOM and the other is a platform-specific mmap/OOM workaround; not the same issue." + "reason": "Audio track token leakage is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "AudioFlamingo3 batched inference leakage and Gemma4 device mismatch are unrelated." + "reason": "Int4 quantization memory regression is different from disabling mmap for Strix Halo OOM." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Model-loading test failure and a Qwen3.5 save_pretrained regression are different problems." + "reason": "Model-loading unit test failure for GLM-4.7-Flash is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/load regressions, but they involve different models, quantization formats, and symptoms (TypeError vs bf16 fallback)." + "reason": "Different quantization/loading failures for different models and formats (NVFP4 vs MXFP4 fallback)." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective training behavior and the other is an eval-mode restriction." + "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is eval-mode restriction." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and disabling mmap on Strix Halo are unrelated." + "reason": "Meta-device loading breakage is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Recurrent-state cache handling in modular_qwen3_5 and a GLM5 report are unrelated." - }, - { - "left": "issue:45684", - "right": "issue:45698", - "accept": false, - "reason": "Both involve save/load of custom models, but one is file permission propagation and the other is wrong custom module resolution." + "reason": "Qwen3_5 recurrent-state reset bug is unrelated to GLM5." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "These describe the same resize_token_embeddings failure: 45276 is a model-specific manifestation, while 45292 states the generic output_embeddings symptom." + "reason": "Same resize_token_embeddings regression; 45276 is the broader report and 45292 is a narrower duplicate about output_embeddings." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save_pretrained/from_pretrained, but one is file permission propagation and the other is wrong custom-module loading." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing restriction and RLHF NaN from 3D position_ids/SDPA fallback are unrelated." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to RLHF NaN explosion from 3D position_ids and SDPA fallback." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Extra_state save/load handling and Strix Halo mmap OOM are unrelated." + "reason": "extra_state save/load handling is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks and Trainer resume_from_checkpoint max_steps calculation are unrelated." + "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps calculation." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression across Qwen variants and granite_speech config strictness are different failures." + "reason": "Video-input regression in Qwen VL models is unrelated to Granite speech config loading strictness." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Flash-attention AttributeError on sink-less models and Gemma4 FSDP2 KeyError are unrelated." + "reason": "Float8 storage lookup failure is unrelated to mmap/OOM." }, { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Both are resize_token_embeddings not updating downstream embeddings; 45335 is a model-specific variant of the same underlying bug." + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 forward device mismatch." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/from_pretrained failures are different issues." + "reason": "Whisper return_language pipeline regression is unrelated to tokenization changes across transformers versions." }, { - "left": "issue:43257", + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Same resize_token_embeddings family, but 45335 is about t5gemma decoder.embed_tokens and is not the same report as 45292." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash is unrelated to Gemma4 FSDP2 shared_kv_states." + }, + { + "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MOE weight conversion and NemotronH checkpoint loading are unrelated model-loading bugs." + "reason": "Different checkpoint-loading failures for different model families and loading stacks." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Duplicate of the earlier save/load pair? no: the reported problems differ materially, so keep separate." + }, + { + "left": "issue:45704", + "right": "issue:45663", + "accept": false, + "reason": "T5 apex memory leak is unrelated to Gemma4 training KeyError." + }, + { + "left": "issue:45759", + "right": "issue:45823", + "accept": false, + "reason": "Qwen multimodal config unwrapping is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:45701", + "right": "issue:45859", + "accept": false, + "reason": "Tokenizer/version behavior change is unrelated to Qwen3_5Moe rotary embedding CPU-offload support." + }, + { + "left": "issue:45276", + "right": "issue:45335", "accept": false, - "reason": "Both are model-loading complaints for BERT-like models, but the reported failure modes differ and there is no clear shared root cause." + "reason": "Related resize_token_embeddings area, but 45335 is a different model-specific path (t5gemma decoder.embed_tokens) and not the same bug." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and meta-device loading breakage are unrelated." + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to meta-device loading failures." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility and autocast dtype mismatch are distinct problems." + "reason": "Torch version compatibility and autocast dtype mismatch are separate issues." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language pipeline regression and tokenization changes across versions do not look like the same bug." + "reason": "Different regressions: Whisper pipeline return_language vs tokenization changes." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Missing Float8 storage support and a Strix Halo mmap/OOM workaround are unrelated." + "reason": "Float8 storage object error is unrelated to mmap-induced OOM." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." + "reason": "Different subsystems and root causes; no shared concrete code-path problem." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted resize_token_embeddings links are plausible as one bugfix family, and the rejections do not overclaim shared root causes." + "feedback": "The analysis is grounded in the packet and stays appropriately conservative. The accepted pair, issue:45276 / issue:45292, is well supported by the titles and high similarity score, and the broader/narrower framing is reasonable. The remaining soft-edge rejections avoid overclaiming duplicate status and the summary does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -2459,8 +2472,8 @@ "issue:43425|issue:43716", "issue:39404|issue:44912", "issue:43901|issue:44509", - "issue:43299|issue:43931", "issue:44265|issue:44898", + "issue:43299|issue:43931", "issue:44479|issue:44805", "issue:43994|issue:44079", "issue:39404|issue:44671", @@ -2480,237 +2493,237 @@ "issue:44488|issue:45081", "issue:44661|issue:44683", "issue:40990|issue:43421", - "issue:43611|issue:43644", "issue:44488|issue:44987", + "issue:43611|issue:43644", "issue:43716|issue:45084", "issue:44206|issue:44220" ], - "prepared_review_unit_hash": "3e94d785455e982b35d66d85f59524ccb312707b7e8f15bfb7723a7cbff4bfa4", + "prepared_review_unit_hash": "6c9e8b10757d00e505d18c81f4ee28157713f606ee2ec5b73f7482b41763de8f", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37637, - "estimated_input_tokens": 9410, - "estimated_eval_tokens": 19076 + "serialized_chars": 37645, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a single duplicate cluster; it\u2019s a grab bag of unrelated Transformers v5 regressions and docs issues across loading, tokenizers, audio/vision, training, and environment compatibility. None of the soft edges is strong enough to merge.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 43611 is the closest umbrella for the v5 model-loading regression theme, but the overall set is too heterogeneous for a true canonical duplicate.", + "summary": "This cluster is mostly a loose similarity group rather than a true duplicate set. The only relatively tight subgroup is around Transformers v5 model-loading/initialization regressions, and issue 43611 is the best canonical representative; none of the soft edges look like exact duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "43611 is the clearest concrete regression in the small v5 model-loading/init subgroup and has the most direct, actionable failure description; related issues nearby are thematically similar but not the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the most representative broad regression report among the items, but it still only covers a narrow slice of the cluster and should not be treated as a global duplicate anchor.", + "best_issue_reason": "43611 is the most representative issue for triage: specific, reproducible, and centered on a concrete loading path rather than a broad symptom or docs-only mismatch.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Different models and failure modes: Qwen3-VL shape mismatch vs NemotronH checkpoint loading." + "reason": "Both are model-loading failures, but they involve different architectures and failure modes (shape mismatch vs checkpoint load support), so not the same bug." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Unrelated bugs: isolated reproduction of an older issue vs PagedAttentionCache crashing on Qwen3.5." + "reason": "One is an isolated reproduction of an older issue; the other is a Qwen3.5 cache crash. Same general area, different concrete code paths." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 loading regressions, but one is base_model_prefix handling and the other is Jupyter custom-model initialization." + "reason": "Both are v5 initialization/loading regressions, but one is about base_model_prefix loading and the other about custom model init in notebooks; different failures." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility is unrelated to Gemma4 device_map forward device mismatch." + "reason": "Torch incompatibility and Gemma4 device mismatch are unrelated concrete problems; shared runtime context is not enough." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different code paths: Qwen3.5 cache group-type crash vs template compilation error." + "reason": "These are different tokenizer/cache failures with different triggers and stack paths, not one underlying bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch incompatibility is unrelated to image preprocessor dtype mismatch in Mistral-3." + "reason": "Version incompatibility versus image preprocessor/model dtype mismatch are distinct issues, despite both involving runtime execution." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to GPT-OSS quantization fallback." + "reason": "Whisper pipeline return_language regression and gpt-oss MXFP4 fallback behavior are unrelated model/pipeline issues." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline APIs and different stale references." + "reason": "Both are docs mismatches, but they concern different removed/changed pipeline docs and are not the same documentation bug." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a v5 dev regression and the other is a specific weight-shape mismatch." + "reason": "torch.export export failure with torch_compilable_check is unrelated to Perceiver interpolation failure; different code paths and symptoms." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Different export/interpolation bugs in different model families." + "reason": "Both are Qwen/VL loading regressions, but one is a Transformers v5 breakage and the other is a specific checkpoint shape mismatch." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video input regression for Qwen models is unrelated to a generic mask-shape IndexError." + "reason": "Video-input regression for Qwen VL models and a generic mask shape IndexError are not the same underlying bug." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Nonsensical outputs from SigLIP2 are unrelated to ModelOutput key assignment when a key was previously None." + "reason": "SigLIP2 bad outputs and ModelOutput key handling are different problems; one is inference quality, the other is output container behavior." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Different model families and failures: Whisper pipeline behavior vs CamemBERT MLM predictions." + "reason": "Whisper pipeline behavior and CamemBERT masked LM predictions are unrelated model-specific regressions." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to template-node compilation errors." + "reason": "Storage lookup failure and template-node compilation error are different low-level failures with no shared code path shown." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on GPT-OSS is unrelated to LoRA gradient-checkpointing behavior." + "reason": "High perplexity on gpt-oss and ineffective gradient checkpointing with LoRA are unrelated training/evaluation problems." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility has nothing to do with Qwen3.5 embedding unpacking in TRL SFT trainer." + "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking in TRL SFT trainer are different issues." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM prediction bug is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Different tokenizer/model loading regressions for different checkpoints; no evidence they share the same bug." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Save/from_pretrained extra_state handling is different from from_config text_config unwrapping." + "reason": "Extra_state save/load handling and composite config text_config unwrapping are separate serialization/loading defects." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer method conflict is unrelated to gguf_file handling in model/tokenizer loading." + "reason": "Tokenizer method-name conflict and gguf_file loading breakage are unrelated loader issues." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed zero3 BertModel init error is unrelated to compiled flex_attention breaking on newer torch." + "reason": "Deepspeed zero3 initialization IndexError and compiled flex_attention torch>=2.9 failure are different runtime failures." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency is unrelated to Strix Halo mmap OOM avoidance." + "reason": "MoE training memory usage and disabling mmap on Strix Halo are not the same bug; one is a performance issue, the other an OOM workaround." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer broadcast TypeError is unrelated to Whisper pipeline return_language behavior." + "reason": "Trainer NoneType broadcast error and Whisper return_language regression are unrelated failures." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the Mistral regex patch crash." + "reason": "Both involve loading/tokenizer issues, but they affect different models and different code paths." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both mention device/offload concerns, but they are different models and different code paths." + "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU offload incompatibility are distinct device-placement bugs." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Extra_state save/load failure is unrelated to Qwen video input regression." + "reason": "Serialization extra_state handling and Qwen VL video regression are unrelated problems." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized regression are different low-level issues." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Model loading failure for cjvt/sleng-bert is unrelated to the Mistral backend_tokenizer crash." + "reason": "Tokenizer loading failure for a specific model and Mistral regex patch crash are separate bugs." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping-name failure is unrelated to compiled flex_attention on torch>=2.9." + "reason": "Tokenizer mapping registration failure and flex_attention compilation failure are unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity/training issue is unrelated to runtime special-token post-processor updates." + "reason": "Perplexity on a model and runtime post-processor update behavior are not the same defect." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Both are v5-related, but one concerns base_model_prefix loading and the other non-persistent buffer initialization." + "reason": "Both are model loading reports, but they concern different models and different failure modes." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Different model-loading failures for different checkpoints." + "reason": "Both sit in the v5 model-loading/init area, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to template compilation errors." + "reason": "Image preprocessor dtype mismatch and template-node compilation errors are unrelated." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature related, but the reported failures are different and not clearly the same bug." + "reason": "Both are audio feature-extraction related, but the reported failure modes are too different and the second is too vague to confirm the same bug." } ] }, @@ -2787,8 +2800,8 @@ "issue:43643|issue:44530", "issue:34567|issue:40444", "issue:36032|issue:42915", - "issue:43644|issue:43646", "issue:44811|issue:45584", + "issue:43644|issue:43646", "issue:43541|issue:45084", "issue:44451|issue:44987", "issue:43452|issue:43482", @@ -2798,8 +2811,8 @@ "issue:36032|issue:43645", "issue:43883|issue:44991", "issue:44987|issue:44991", - "issue:43404|issue:44466", "issue:45084|issue:45507", + "issue:43404|issue:44466", "issue:43262|issue:43377", "issue:43646|issue:44534", "issue:43994|issue:44610", @@ -2809,260 +2822,254 @@ "issue:43377|issue:43819", "issue:42915|issue:45084", "issue:44451|issue:45081", - "issue:45216|issue:45357", "issue:44265|issue:44610", - "issue:44987|issue:45081", "issue:44220|issue:44683", - "issue:43404|issue:45127", + "issue:44987|issue:45081", + "issue:45216|issue:45357", "issue:43632|issue:44756", + "issue:43404|issue:45127", "issue:42915|issue:44291", "issue:44062|issue:44987", "issue:36032|issue:43742" ], - "prepared_review_unit_hash": "734a7d6890fa8805fcbb5be4b1ae4c2349e65490ac5a1102189afa9f9607b03f", + "prepared_review_unit_hash": "d1e0d6ff181f356a063d79502975dce56f3972e191d2c24e534d97387cda9dd9", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 35, - "serialized_chars": 37688, - "estimated_input_tokens": 9422, - "estimated_eval_tokens": 19100 + "serialized_chars": 37697, + "estimated_input_tokens": 9425, + "estimated_eval_tokens": 19106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are distinct regressions or model-specific failures. The only clear duplicate-like pair is the Qwen3.5 save_pretrained checkpoint bug: 45216 is the broader report and 45357 is a narrower follow-up about visual encoder keys.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45216 is the best canonical issue because it describes the broader Qwen3.5 save_pretrained regression, while issue:45357 appears to be a later, more specific manifestation of the same problem.", + "summary": "These items are mostly unrelated bugs across different models/code paths. The only strong duplicate-like pair is the Qwen3.5 save_pretrained regression (45216/45357); the rest should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45216 is the broadest description of the Qwen3.5 save_pretrained regression and cleanly subsumes the more specific follow-up in 45357.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the strongest representative of the one true duplicate pair and captures the underlying regression most generally.", + "best_issue_reason": "issue:45216 is the best representative of the one clearly related issue pair in this set, with 45357 reading like a narrower continuation of the same save_pretrained bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but they involve different models and different failure modes (tied-weights metadata vs model load compatibility)." + "reason": "Different failures: missing all_tied_weights_keys vs a model-load key error for a specific checkpoint." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "`trust_remote_code` returning missing fields is unrelated to a PagedAttentionCache crash on Qwen3.5." + "reason": "Unrelated code paths: AutoConfig trust_remote_code field loss vs Qwen3.5 PagedAttentionCache group-type crash." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token counting not updating is unrelated to multi-image IterableDataset finetuning failures." + "reason": "Trainer token-count tracking is unrelated to Qwen2.5-VL iterable dataset multi-image handling." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method-name conflict and FineGrainedFP8Config failure are different bugs in different subsystems." + "reason": "Tokenizer special-token constructor conflict is unrelated to Qwen3Moe FP8 config loading." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Both are v5 init regressions, but one is about non-persistent buffers and the other about custom model initialization; not the same concrete bug." + "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens; not the same bug." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation after align_special_tokens are different code paths." + "reason": "Both are Transformers v5 regressions, but one is non-persistent buffers and the other is custom model initialization; different underlying problems." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to a template-node compilation error." + "reason": "Mixtral torch dynamo grouped_mm tracing failure is unrelated to a template-node compilation TypeError." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but they target different repos and likely different incompatibilities." + "reason": "Two distinct model-loading failures for different checkpoints and causes." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "General gguf_file API breakage is not the same as a specific Qwen2.5-GGUF loading regression." + "reason": "Both mention GGUF loading, but one is a generic gguf_file API break and the other is a specific Qwen2.5-GGUF regression; not enough to treat as the same bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FineGrainedFP8Config failure and linear_attention group-type crash are unrelated Qwen-family issues." + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 linear_attention PagedAttentionCache crash are different defects." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map/offload dequantized loading and Qwen2.5-GGUF v5 loading are different failures." + "reason": "Dequantized model device_map offload failure is unrelated to Qwen2.5-GGUF loading." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "output_hidden_states regression and VL rope_index temporal scaling bug are unrelated." + "reason": "Different Qwen issues: output_hidden_states bug vs still-image position-id scaling bug." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token conflict is unrelated to custom model initialization in notebooks." + "reason": "Tokenizer add_special_tokens conflict is unrelated to notebook custom-model initialization." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights metadata and est-roberta tokenizer loading are different issues." + "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for est-roberta." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "They are different models with different loading failures; not the same bug." + "reason": "Two separate model/tokenizer loading failures for different repos." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Both touch tied weights/lm_head, but one is a missing tie in a model class and the other is serialization varying by device." + "reason": "Compilation/template-node error is unrelated to GraniteMoEHybrid invoking an invalid method." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Template compilation failure and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Both involve lm_head/tied weights, but one is a missing tie in Mistral3 and the other is device-dependent serialization inconsistency; related theme, not the same bug." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and MIMI batched-vs-single padding-mask behavior are different bugs." + "reason": "Audio chat-template sampling-rate default and MIMI padding-mask mismatch are different failures." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization failure and non-persistent buffer junk are related only broadly to v5 init changes, not the same concrete bug." + "reason": "Custom model initialization breakage is distinct from non-persistent buffer junk initialization." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Nonsensical outputs from AutoModel/pipeline and a 640px-vs-224px processor/model mismatch are different issues." + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo processor size mismatch are unrelated model/processor bugs." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model init regression and buffer initialization junk are not the same underlying defect." + "reason": "Jupyter custom-model initialization regression is not the same as non-persistent buffer corruption." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Logging/noise during loading is not the same as a tokenizer regex crash." + "reason": "Generic loading noise and Mistral regex patch crash are different problems." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next segmentation fault and Qwen3OmniMoe video ValueError are unrelated multimodal failures." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are separate multimodal issues." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Padding-mask batching inconsistency is unrelated to DAC.from_latents vs forward-pass mismatch due to missing STE." + "reason": "MIMI batched-vs-single padding issue is unrelated to DAC STE mismatch." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure and template compilation error are unrelated." + "reason": "Qwen3Moe FP8 config and template-node compilation are different code paths." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "A general model loading failure and a Mistral tokenizer patch crash are different issues." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Both describe the same Qwen3.5 save_pretrained regression; 45357 is a later, narrower report about incorrect visual encoder keys." + "reason": "ScandiBERT load failure is unrelated to the Mistral tokenizer regex crash." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export with torch_compilable_check and OmDet-Turbo processor size mismatch are unrelated." + "reason": "torch.export with torch_compilable_check is unrelated to OmDet-Turbo processor image sizing." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different models and different failure surfaces: one is loading a repo, the other is a Mistral tokenizer regex patch crash." + "reason": "Different failures for different models: loading physical-intelligence/fast vs Mistral regex patch crash." }, { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "Fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained serialization regression, with 45357 looking like a narrower follow-up about the visual encoder keys." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Both mention tied embeddings, but one is model weight tying and the other is LoRA merge collapse after vocab extension." + "reason": "_is_hf_initialized flag breakage and mmap OOM avoidance are unrelated." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "`_is_hf_initialized` flag regression is unrelated to disabling mmap to avoid OOM on Strix Halo." + "reason": "Tied lm_head weight bug in Mistral3 is not the same as LoRA merge collapse with extended vocabulary." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config loading failure and unexpected `_is_hf_initialized` argument during init_empty_weights are different bugs." + "reason": "Qwen3Moe FP8 loading and init_empty_weights unexpected argument are different regressions." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword collision and unrelated model-loading failure are not the same issue." + "reason": "AddedToken special-argument conflict is unrelated to loading physical-intelligence/fast." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token conflict is unrelated to a MobileLLM key error." + "reason": "T5Tokenizer add_special_tokens conflict is unrelated to MobileLLM-125M key error." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it stays conservative on the soft-edge pairs, and the 45216/45357 pairing is the only clearly title-aligned duplicate-like match among the listed issues. No unsupported mergeability claims are made." + "feedback": "Grounded and conservative overall. The only clearly related pair in the packet is issue:45216 / issue:45357, which both describe the Qwen3.5 save_pretrained regression. The other soft-edge rejections stay appropriately cautious and do not overclaim duplicates." }, "evaluator_used": true, "retried": false, @@ -3136,21 +3143,21 @@ "issue:43296|issue:43531", "issue:44479|issue:45325", "issue:42915|issue:44589", - "issue:43611|issue:44534", "issue:43531|issue:44877", + "issue:43611|issue:44534", "issue:40444|issue:45325", "issue:36032|issue:41720", - "issue:43425|issue:44403", "issue:40990|issue:44811", + "issue:43425|issue:44403", "issue:41553|issue:43582", "issue:43632|issue:44534", "issue:44079|issue:45663", "issue:42175|issue:45542", "issue:44462|issue:45812", "issue:43421|issue:44568", + "issue:43792|issue:44589", "issue:43818|issue:45357", "issue:43317|issue:43856", - "issue:43792|issue:44589", "issue:44403|issue:44991", "issue:44683|issue:45020", "issue:33666|issue:40444", @@ -3166,226 +3173,226 @@ "issue:41720|issue:45081", "issue:43644|issue:44079" ], - "prepared_review_unit_hash": "3489ad13a09bfcb0d25689252d17f6a40168cdcd294fc29768596789b72d64ac", + "prepared_review_unit_hash": "f8eb881f7354678f1e6530701a9135ce121719e506875f8ad2492d81687999cf", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37346, - "estimated_input_tokens": 9337, - "estimated_eval_tokens": 18930 + "serialized_chars": 37344, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly a heterogeneous mix of unrelated regressions and feature requests across tokenization, multimodal models, training, and runtime behavior. None of the suggested soft pairs look like the same underlying bug/change, so I would not collapse them into duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45020 is the broadest open issue in the set and the closest thing to an umbrella regression report, but the collection is too diverse for a true duplicate canonical.", + "summary": "This cluster is mostly heterogeneous. The soft pairs are generally only loose thematic matches, not strong duplicates; they span unrelated regressions across tokenizers, model loading, vision/video, packaging, and backend setup.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45020 is the broadest open report in the set and best fits as a representative umbrella for recent Transformers-version regressions; the other issues are mostly narrow, model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest representative anchor because it covers a broad, active class of recent transformer regressions rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:45020 is the most suitable representative issue because it has the widest scope and is still open, whereas the rest are more specialized bug reports that do not collapse into one concrete defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model families and failures: vLLM/PaddleOCR-VL loading vs Qwen3-MoE sliding_window behavior." + "reason": "Different models and failures: PaddleOCR-VL load error vs Qwen3-MoE sliding-window behavior." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL-related, but one is a broad video regression and the other is a still-image temporal position scaling bug." + "reason": "Both are Qwen VL regressions, but one is a broad video-input regression across models and the other is a specific still-image rope-index scaling bug." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "One is a Qwen3Moe FP8 config failure; the other is a generic Float8 storage TypeError. Related area, not the same bug." + "reason": "Qwen3-MoE FP8 config failure and Float8 storage lookup error are unrelated symptoms." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Both mention transformers v5 regressions, but the concrete breakages differ: base_model_prefix loading vs non-persistent buffer junk." + "reason": "Qwen3-MoE sliding_window bug vs granite_speech config strictness; different code paths." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Unrelated config/loading problems in different model families." + "reason": "base_model_prefix loading failure and non-persistent buffer junk are distinct v5 regressions." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen2.5-VL, but multiple-images IterableDataset failure is not the same as still-image rope/temporal indexing." + "reason": "Multi-image iterable-dataset finetuning failure is not the same bug as still-image temporal position scaling." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer attribute conflict vs CUDA assert during auto device mapping are unrelated." + "reason": "Tokenizer method-name conflict and Qwen3 auto device-map cuda assert are unrelated." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Packaging/backend dependency issue vs generic loading noise; no shared code-path bug." + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Perplexity anomaly on GPT-OSS is unrelated to Whisper batch_decode special-token handling." + "reason": "TensorFlow backend packaging issue vs noisy model-loading output; same area, different bug." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "AutoTokenizer error messaging and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "AutoTokenizer error messaging for Voxtral and Apple Silicon warmup TypeError are different failures." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Different transformers v5 regressions with no shared failing code path." + "reason": "_is_hf_initialized flag breakage is not the same as junk-filled non-persistent buffers." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma-4 FSDP2 shared_kv_states KeyError are distinct." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated internals." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both touch TF/backends, but one is missing TensorFlow in extras and the other is a tensorboard-without-TF runtime error." + "reason": "Both mention TensorFlow/backend packaging, but one is missing TF in the torch extra and the other is a tensorboard-only/no-TF backend error; not the same concrete defect." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json while the other returns wrong token IDs for Granite." + "reason": "Ignoring tokenizer.json and wrong Granite token IDs are related to AutoTokenizer, but they are not the same bug." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor update bug vs add_special_tokens not adding BOS/EOS for a specific tokenizer." + "reason": "Runtime special-token post-processing and add_special_tokens=True not adding BOS/EOS are different tokenizer issues." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage TypeError are unrelated." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different multimodal model bugs: Video-LLaVA tower architecture vs Qwen3.5 save_pretrained key names." + "reason": "Video-LLaVA temporal-attention/weight-sharing defect and Qwen3.5 save_pretrained key regression are separate problems." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map/offload loading failure is unrelated to Qwen3 MoE training memory inefficiency." - }, - { - "left": "issue:43792", - "right": "issue:44589", - "accept": false, - "reason": "Whisper model runtime failure vs Float8 storage lookup error are different failures." + "reason": "device_map=auto offload failure and Qwen3 MoE memory inefficiency are different training/loading issues." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise is not the same as a tokenizer load failure for a specific model." + "reason": "General loading noise vs tokenizer loading failure for EMBEDDIA/est-roberta are not duplicates." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is a different compatibility break than remote_code model loading regressions." + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL/Qwen2.5-VL training issues, but multi-GPU training and multi-image IterableDataset failures are different problems." + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image iterable finetuning are different bugs." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer max_length behavior are unrelated." + "reason": "GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both concern degenerate sequence-classification training, but the causes differ: flash_attention_3 vs num_labels=1/problem_type handling." + "reason": "Flash-attention training degeneration and single-label zero-loss classification are different 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 finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is not the same as multi-image iterable dataset finetuning." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Init-empty-weights/_is_hf_initialized argument mismatch is not the same as Float8 storage resolution failure." + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are separate v5 breakages." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key bookkeeping and non-persistent buffer initialization are separate bugs." + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internals." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are different model-loading issues." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI encoder padding-mask bug and Gemma3 sliding-window NaNs are different code paths." + "reason": "MIMI padding-mask mismatch and Gemma3 sliding-window NaNs are distinct sequence-processing bugs." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." + "reason": "FSDP CPU RAM efficient loading breakage and ModelOutput key assignment do not share a concrete code path." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and init_empty_weights/_is_hf_initialized TypeError are different regressions." + "reason": "Qwen3-MoE sliding_window and _is_hf_initialized init_empty_weights issues are unrelated." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "CUDA assert in Qwen3 auto device mapping and Mistral regex patch crash are unrelated." + "reason": "Qwen3 auto device-map cuda assert and Mistral regex patch crash are unrelated." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are different transformer-v5 issues." + "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate regressions." } ] }, @@ -3483,252 +3490,237 @@ "issue:34634|issue:35707", "issue:44186|issue:44265", "issue:43317|issue:43873", - "issue:43606|issue:43819", "issue:35707|issue:41720", + "issue:43606|issue:43819", "issue:43454|issue:43550", "issue:41720|issue:45823", "issue:43377|issue:44610", "issue:43454|issue:45072", "issue:43377|issue:44898", - "issue:43572|issue:45759", - "issue:39692|issue:40444" + "issue:39692|issue:40444", + "issue:43572|issue:45759" ], - "prepared_review_unit_hash": "77a96c1efb36876353c625ce98881a86398d5571ef305a5d9b8abf904e48cff9", + "prepared_review_unit_hash": "7e74b579cac3e9664cefa4313a0559ce4b6dfaaa2a4c4b08f565ccc49d4394dc", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37520, - "estimated_input_tokens": 9380, - "estimated_eval_tokens": 19016 + "serialized_chars": 37521, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and does not collapse into a single duplicate set. The only strong soft edge is the Qwen2.5-VL position-id regression pair; the rest look like separate model-specific bugs or unrelated regressions.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45325 is the clearest root-cause report: it names the exact failing function (`get_rope_index`) and the incorrect `tokens_per_second` scaling, making it the best anchor for the Qwen2.5-VL position-id regression cluster.", + "summary": "Mostly unrelated model-specific regressions with some superficial overlap around v5 loading/offload behavior; I would not merge any soft pair as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43611 is the most concrete representative of the broader Transformers v5 load/init regression theme; it has a clear failure mode and could serve as the best hub issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the most useful single issue to keep because it is specific, reproducible, and points directly at the likely fix site for the paired Qwen2.5-VL position-id bug.", + "best_issue_reason": "issue:43611 is the strongest overall issue candidate because it is specific, actionable, and closest to the cluster\u2019s repeated v5 model-loading breakages.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL multimodal failures, but one is about finetuning multiple images per prompt and the other about video vision_position_ids; too different to treat as the same bug." + "reason": "Different bugs: multi-image finetuning with IterableDataset vs Qwen2.5-VL video position-id computation." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failures: torch.export / torch_compilable_check vs dtype mismatches during bfloat16 inference." + "reason": "Unrelated failure modes: torch.export/torch_compilable_check vs bfloat16 dtype mismatch in inference." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized/v5 init regression is unrelated to a bfloat16 dtype mismatch issue." + "reason": "One is a v5 flag/init regression, the other is a dtype mismatch; no shared code-path bug." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend dependency problem vs a model-loading failure in vLLM; no shared concrete bug." + "reason": "Packaging/backend dependency issue vs model loading failure in vLLM; not the same bug." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers v5 breakages, but one is about base_model_prefix loading and the other about custom model initialization; too broad to merge as the same bug." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; too different to merge." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Both point to the same Qwen2.5-VL position-id regression in 5.3.0, centered on incorrect `get_rope_index`/vision position-id handling; a single fix could plausibly cover both." + "accept": false, + "reason": "Both touch Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same bug." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and different failures: SigLIP2 nonsensical outputs vs Perceiver non-default resolution issues." + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs Perceiver non-default resolution failure." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Related to tied lm_head weights, but one is a missing weight-tying bug and the other is inconsistent serialization depending on device; not the same concrete issue." + "reason": "Both involve lm_head weights, but one is tied-weight setup causing garbage generation and the other is serialization/device-dependent inconsistency." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position-id bug vs Kosmos2.5 long-OCR index error; unrelated model paths." + "reason": "Qwen2.5-VL position-id bug vs Kosmos2.5 long-OCR index error; unrelated." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and generic meta-device loading regressions are different code paths and models." + "reason": "Whisper runtime failure vs meta-device loading regression; different models and code paths." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 failure vs Qwen2.5-GGUF loading on v5; unrelated." + "reason": "Different model families and failures: FineGrainedFP8Config on Qwen3Moe vs GGUF loading on v5." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but the causes are different: int4 quantization memory growth vs Sam3Video memory exhaustion." + "reason": "One is int4 quantization memory growth, the other is a generic video-model OOM; not the same concrete issue." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL/vLLM model load failure is unrelated to torch 2.4.1 and Transformers 5.8.0 incompatibility." + "reason": "Model load failure in vLLM vs a torch/transformers version incompatibility; no shared bug." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Two unrelated model-loading failures for different checkpoints." + "reason": "Different loading failures for different models; only broad 'cannot load' similarity." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." + "reason": "Checkpoint key mismatch and Qwen2.5-VL position-id scaling are unrelated." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Video-input regression in Qwen models vs Gemma4 device-map mismatch; different models and bugs." + "reason": "Qwen VL video-position regression vs Gemma4 device mismatch; different model-specific bugs." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument issue is not the same as strict GraniteSpeech config loading." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "High perplexity on a benchmark and Whisper empty-transcription generation failure are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:43746", - "accept": false, - "reason": "Audio processor chat-template sampling-rate default vs PEFT checkpoint loading; distinct bugs." + "reason": "Unexpected `_is_hf_initialized` arg during init_empty_weights vs strict config rejection for granite_speech; distinct issues." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export failures." + "reason": "CPU offload device mismatch vs torch.export failure; unrelated." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offload behavior and tokenizer version-dependent tokenization are different problem areas." + "reason": "Quantization/offload behavior vs tokenization changes; no common underlying bug." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "BarkProcessor voice preset bug vs progressive generation inputs_embeds/past_key_values issue; unrelated." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer NER/padding crash is unrelated to export-time torch_compilable_check failures." + "reason": "Tokenizer padding/truncation crash vs torch.export/torch_compilable_check failure; different components." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Dequantized model offload loading and quantization offloading behavior are related by theme only, not the same bug." + "reason": "Both mention offloading, but one is dequantized model loading on gpu+cpu offload and the other is quantization/offloading behavior; not the same concrete bug." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Bark CPU-offload device mismatch is unrelated to DAC.from_latents vs forward mismatch." + "reason": "Progressive generation bug vs Qwen3 auto device map CUDA assert; unrelated." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Progressive generation issue and Qwen3 auto device-map cuda assert are different failures and code paths." + "reason": "CPU offload device mismatch vs DAC.from_latents/STE mismatch; different code paths." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied lm_head weight bug vs Bamba SDPA torch.compile failure; unrelated." + "reason": "Tied lm_head weights bug vs Bamba SDPA/torch.compile failure; unrelated." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device mapping, but the concrete failures and models differ." + "reason": "Different models and failure signatures: cudaErrorAssert on A800 vs Gemma4 PLE device mismatch." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "MIMI padding-mask batching bug vs OmDet-Turbo processor size mismatch; unrelated." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head weight tying/serialization issue is unrelated to bfloat16 dtype mismatches." + "reason": "Weight-tying/serialization issue vs dtype mismatch in inference; not the same bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Padding-mask batching bug and Perceiver resolution bug do not share the same underlying code path." + "reason": "Batching/padding-mask encoder bug vs Perceiver interpolation/resolution bug; different problems." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is not the same as composite Qwen multimodal config unwrapping." + "reason": "SigLIP2 doc example errors vs Qwen2.5-VL multi-image finetuning failure; different model families and symptoms." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "SigLIP2 example/model mismatch and Qwen2.5-VL multi-image finetuning failure are separate multimodal issues." + "reason": "Missing pad_token_idx in StableLmConfig vs AutoModelForCausalLM.from_config not unwrapping text_config; unrelated loading/config regressions." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the summary matches the packet\u2019s mostly heterogeneous issue set, and the only accepted soft edge (issue:45325 \u2194 issue:45381) is plausibly mergeable from the titles alone because both concern Qwen2.5-VL position-id handling in 5.3.0. The other pairwise rejections are conservative and do not overclaim shared root cause." - }, - "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 }, @@ -3750,6 +3742,7 @@ "issue:41720", "issue:42617", "issue:42915", + "issue:43295", "issue:43296", "issue:43317", "issue:43322", @@ -3804,14 +3797,14 @@ "issue:41720|issue:43322", "issue:41720|issue:44977", "issue:44008|issue:45823", - "issue:45632|issue:45684", "issue:40990|issue:45701", + "issue:45632|issue:45684", "issue:43404|issue:45357", "issue:42617|issue:42915", "issue:44186|issue:45072", "issue:43577|issue:43708", - "issue:43873|issue:44756", "issue:44387|issue:45704", + "issue:43873|issue:44756", "issue:44423|issue:45406", "issue:44877|issue:44991", "issue:36331|issue:42617", @@ -3822,224 +3815,231 @@ "issue:44186|issue:44610", "issue:44479|issue:44918", "issue:42915|issue:43317", - "issue:43550|issue:43606", "issue:41720|issue:42617", - "issue:45081|issue:45812" + "issue:43550|issue:43606", + "issue:45081|issue:45812", + "issue:43295|issue:45701" ], - "prepared_review_unit_hash": "a53d56a1da970ec1262e34516f92a5e0826795780fe3513bf8b0108b717755e4", + "prepared_review_unit_hash": "78fc81e1e83a11a278348d90f99a5621353e824aac0890f2051909002342dd04", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36576, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37479, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are isolated transformer/model-specific bugs around loading, offloading, tokenization, multimodal I/O, or trainer behavior, with no clear duplicate group beyond loose subsystem similarity.", - "confidence": 0.21, - "canonical_issue_reason": "If forced to pick one representative, issue 43873 is the broadest and most central because it addresses a general offloading/quantization failure pattern and has the most discussion/references. However, the cluster overall does not form a true duplicate set.", + "summary": "This cluster is mostly a collection of distinct Transformers bug reports rather than true duplicates. The strongest hub candidate is the still-open quantization/offloading report, but none of the soft-edge pairs are close enough to merge.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43873 is the best duplicate hub: it is still open, has meaningful discussion/inbound references, and describes a broad, user-facing offloading/quantization failure that is likely to attract related reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best single issue to anchor the cluster since it is broader than the model-specific regressions and appears to be the most actively discussed loading/offloading bug.", + "best_issue_reason": "issue:43873 is the most suitable canonical issue because it is active, broadly scoped, and already has cross-references, making it a better triage target than the narrower one-off reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Different failures: BeitImageProcessorFast label reduction vs Molmo tied-weights attribute error." + "reason": "One is a processor label-reduction bug; the other is a missing tied-weights attribute on a causal LM. Different code paths and symptoms." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both relate to loading/memory only at a very high level; one is FSDP RAM-efficient loading, the other is non-persistent buffer initialization." + "reason": "Both mention loading/runtime regressions, but one is about FSDP CPU RAM-efficient loading and the other about non-persistent buffers in v5. Not the same bug." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Unrelated models and failure modes: multimodal model load failure vs tokenizer loading regression." + "reason": "Unrelated failures: one is a model loading issue for glm-4v-9b, the other is tokenizer loading for a specific roberta model." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern save_pretrained/state serialization, but the concrete bugs differ: lm_head tying vs visual encoder key serialization." + "reason": "Both involve save/serialization regressions, but one is about lm_head weight consistency and the other about incorrect visual encoder keys. Different underlying defects." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "Different root causes: vLLM/PaddleOCR-VL loading failure vs strict config rejection for granite_speech." + "reason": "Different components and failure modes: vLLM loading of PaddleOCR-VL vs strict config blocking granite_speech config." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision tied-weight bug and BitNet packed-weight unpacking are distinct code paths and fixes." + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are separate model-specific bugs with different causes." }, { "left": "issue:43792", "right": "issue:44683", "accept": false, - "reason": "Whisper loading/can't-run report is not the same as compiled flex_attention failing on newer torch." + "reason": "Whisper-large-v2 runtime failure and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Auto device mapping cuda assert and Llava Next segfault are different model/runtime failures." + "reason": "Both are CUDA/runtime crashes, but one is auto device mapping for Qwen3 and the other is a Llava Next load segfault. Too different to merge." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different symptom and likely cause: device-mapped cudaErrorAssert vs flash-attention generation regression." + "reason": "Both affect Qwen-family models, but one is an A800 cudaErrorAssert during auto device mapping and the other is a flash-attention generation bug. Not the same issue." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma 3n variable-name collision in forward is unrelated to Gemma4 device-mismatch forwarding." + "reason": "Both are model-forward device/variable issues, but Gemma 3n audio mask collision is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Cache-path collisions and read-only permission propagation are separate save/load issues." + "reason": "One is high perplexity for gpt-oss on WikiText-2; the other is a tokenization-change regression. Same broad area, but not the same bug." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Perplexity regression and tokenization-version mismatch are not the same bug." + "reason": "Both concern save/load behavior, but one is a trust_remote_code cache-path collision and the other is permission propagation during save_pretrained." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head tying bug is unrelated to Qwen3.5 visual encoder save_pretrained regression." + "reason": "Both touch multimodal weight handling, but one is lm_head tying in Mistral3 and the other is incorrect visual encoder keys in Qwen3.5. Different defects." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different problems." + "reason": "A script execution problem vs a FineGrainedFP8Config model failure; no concrete shared code-path." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2 tokenizer batching crash and bfloat16 dtype mismatch are unrelated." + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype loading and Trainer resume max_steps calculation are different subsystems." + "reason": "Different bug classes: BLIP2 dtype propagation vs Trainer resume/max_steps calculation." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Both mention memory/offload, but one is quantized offloading behavior and the other is mmap-induced OOM on Strix Halo." + "reason": "Both involve memory behavior, but one is int4 quantization OOM in Transformers 5.x and the other is an apex RMSNorm memory leak in T5." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Int4 quantization memory growth and apex FusedRMSNorm leak are unrelated memory issues." + "reason": "Both mention offloading/memory pressure, but one is quantization offloading behavior and the other is mmap on Strix Halo. Not the same failure." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Serve crash from string inputs in multimodal batching is not the same as Gemma4Processor missing _tokenizer." + "reason": "Continuous-batching multimodal crash with a string tensor conversion error is unrelated to a Gemma4Processor missing _tokenizer attribute." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config handling and tokenizer loading failure are separate regressions." + "reason": "Strict config loading for granite_speech and tokenizer loading regression for EMBEDDIA/est-roberta are separate problems." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer loss-signature breakage is unrelated to 3d_parallel.py startup failure." + "reason": "CustomTrainer.compute_loss signature mismatch and a 3d_parallel.py runtime failure are unrelated." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API mismatch and Qwen3Moe FP8 loading failure are different issues." + "reason": "A Trainer API compatibility error vs a Qwen3Moe FP8 loading failure; different issues." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape bug is unrelated to tokenization changes." + "reason": "Video processor batched-shape bug does not match a version-dependent tokenization regression." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure is a different problem from BitNet packed-weight loading." + "reason": "Both are model/runtime failures, but one is torch.compile with SDPA on Bamba and the other is packed-weight unpacking in BitNet. Different root causes." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image-size handling, but they affect different processors/models and are not the same bug." + "reason": "Both concern image processor sizing, but they affect different models and different expected resolutions; not the same underlying bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on NER inputs and OmDet processor output-size mismatch are unrelated." + "reason": "Tokenizer crash vs processor output-size mismatch; no shared code-path." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video-input regression for Qwen models and TRL embedding unpacking failure are different code paths." + "reason": "Qwen video-input regression and Qwen3.5 embedding unpacking with TRL SFT are distinct multimodal/training issues." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8 loading failure and dequantized-model device_map offload failure are not the same issue." + "reason": "FineGrainedFP8Config failure and device_map=auto dequantized-model offload failure are different loading bugs." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "torch.compile SDPA bug and CPU-offload device mismatch are distinct failures." + "reason": "Auto device mapping CUDA assert and a failing parallel script are unrelated." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "These are unrelated: cuda assert during auto device mapping vs inability to run a separate parallel script." + "reason": "Different quantized/offload problems: Bamba torch.compile+SDPA vs Bark CPU offload device mismatch." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Mistral regex patch crash and Granite tokenizer wrong IDs are different tokenizer bugs." + "reason": "Mistral regex patch crash and Granite tokenizer ID regression are different tokenizer bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression in v4.57.5 and a general tokenization-change report are not the same concrete defect." } ] }, @@ -4072,7 +4072,6 @@ "issue:41720", "issue:42617", "issue:42915", - "issue:43295", "issue:43316", "issue:43322", "issue:43388", @@ -4114,7 +4113,6 @@ ], "soft_pairs": [ "issue:43316|issue:44913", - "issue:43295|issue:45701", "issue:43526|issue:43881", "issue:44671|issue:44743", "issue:41720|issue:45161", @@ -4133,8 +4131,8 @@ "issue:44779|issue:45812", "issue:41720|issue:43746", "issue:43606|issue:43720", - "issue:43873|issue:45704", "issue:43550|issue:43653", + "issue:43873|issue:45704", "issue:44514|issue:44545", "issue:44625|issue:45479", "issue:43531|issue:45759", @@ -4144,190 +4142,184 @@ "issue:34567|issue:35707", "issue:45759|issue:45859" ], - "prepared_review_unit_hash": "d29fbea003905f3c8223e9512a36b91a8f594996d28a220ee3b58608a52be015", + "prepared_review_unit_hash": "b6d980ac51cabd8995c1e5cfbc77c5436a6d6f24efc097df9e08494a54a565c8", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36586, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35680, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a noisy mix of unrelated Transformers bug reports across different models and subsystems. The only clear duplicate pair is the two identical Qwen2_5_VLProcessor.apply_chat_template issues; all other soft links are too broad or model-specific to merge.", - "confidence": 0.98, - "canonical_issue_reason": "issue:44514 is the best canonical anchor: it matches issue:44545 by exact title and same crash scenario, and it was opened first.", + "summary": "The cluster is largely heterogeneous and spans unrelated bugs across many models and subsystems. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template crash reported twice; the rest should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44514 is the earliest and more canonical report of the exact apply_chat_template crash; issue:44545 is a later duplicate with the same failure mode and title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the strongest representative because it is a precise, concrete bug report with an exact duplicate counterpart (issue:44545).", + "best_issue_reason": "issue:44514 is the best issue to keep as the representative duplicate target because it matches the exact bug and is the original report in the duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-propagation bugs, but they affect different model families and different fields; not the same underlying defect." - }, - { - "left": "issue:43295", - "right": "issue:45701", - "accept": false, - "reason": "One is a regression in processor/tokenizer access for custom model code; the other is a broad tokenization-version complaint. Too different." + "reason": "Both are config-related, but one is Gemma3TextConfig API mismatch and the other is GPTNeoXConfig rotary_pct persistence; different bugs." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated bugs." + "reason": "BeitImageProcessorFast label reduction and glm-4v loading failure are unrelated failure paths." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM regression and Qwen3_5 recurrent-state reset are different code paths and failures." + "reason": "CamemBERT masked-LM regression and Qwen3 recurrent-state reset are different model/code-path issues." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both mention Qwen/MoE, but one is an A800 cudaErrorAssert with auto device mapping and the other is a TP-only issue on GPT-OSS MoE; not the same bug." + "reason": "Both mention Qwen3/MoE, but one is a cudaErrorAssert in auto device mapping and the other is a tensor-parallel limitation in GPT-OSS; not the same bug." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx loss are unrelated." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Runtime post-processor updates for special tokens and Granite token-id regression are different tokenizer bugs." + "reason": "Runtime special-token post-processing and Granite tokenizer ID regression are different tokenizer bugs." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and inability to run 3d_parallel.py are not the same issue." + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated issues." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only from_pretrained error are distinct loading/processing failures." + "reason": "Qwen3OmniMoe video input processing and Qwen3VL weight_only loading failure are distinct multimodal loading bugs." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer AttributeError are different tokenizers with different failure modes." + "reason": "LayoutLMv2Tokenizer padding/truncation crash and MLukeTokenizer AttributeError are different tokenizer defects." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segmentation fault do not share a concrete root cause." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are unrelated." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics label truncation and SAM3 text/bounding-box odd behavior are unrelated." + "reason": "A dataloader label-drop bug and SAM3 text/bounding-box odd behavior are not the same underlying issue." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different bugs." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming inference failure are separate problems." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Tokenizer post-processor update bug and tokenization changes across versions are too broad and not the same defect." + "reason": "Both concern tokenization, but one is runtime special-token updates and the other is a broader version-to-version tokenization change; no concrete same bug shown." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset failure are unrelated processor bugs." + "reason": "Void segmentation map processing and BarkProcessor voice_preset are unrelated." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different failures." + "reason": "MacOS bus error with a CLIP model and progressive generation with inputs_embeds/past_key_values are different failures." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Cache-strategy typo and outdated docs for removed pipeline tasks are documentation issues, but not the same one." + "reason": "A typo in cache strategies and outdated docs for removed pipelines are unrelated." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different causes; too weak to merge." + "reason": "Deepseek tokenizer regression and Granite AutoTokenizer wrong IDs are different model-specific tokenization bugs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 device-mapping assert and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Qwen3 device-mapping cuda assert and GraniteSpeech PEFT local checkpoint loading are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are both loading-related, but not the same code path." + "reason": "CPU-offload device mismatch in Bark-small and BitNet packed-weight unpacking are different accelerate/loading issues." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Quantization offloading and an apex FusedRMSNorm memory leak are unrelated." + "reason": "Bamba torch.compile SDPA failure and BigBirdTokenizer mask-token registration are unrelated." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "torch.compile/SDPA behavior in Bamba and BigBirdTokenizer special-token registration are unrelated." + "reason": "Quantization/offloading behavior and T5 apex memory leak are different bugs." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact same title and same batched apply_chat_template crash; clear duplicate pair." + "reason": "These are the same apply_chat_template crash on batched input with padding=False, reported twice with identical failure mode." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Qwen3.5 num_labels propagation and degenerate zero-loss classification across models are different bugs." + "reason": "Qwen3.5 num_labels propagation and a generic zero-loss classification bug are not the same issue." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and composite Qwen config unwrapping are related only by model family, not by the underlying defect." + "reason": "Qwen3-MoE sliding_window behavior and composite Qwen config unwrapping are different code paths." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Same general area of model/tokenizer behavior, but offload mismatch vs tokenizer special-token registration are not duplicates." + "reason": "Device-mismatch offload failure and BigBird mask-token decode issue are unrelated." }, { "left": "issue:34634", @@ -4339,25 +4331,25 @@ "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processing and DiaConfig save/load token IDs are separate configuration/tokenizer bugs." + "reason": "Runtime special-token post-processing and DiaConfig save/load token-ID loss are different config/tokenizer bugs." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter bug and progressive generation issue are unrelated." + "reason": "TrainerState token counting and progressive generation cache handling are unrelated." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite Qwen config unwrapping and CPU-offload rotary embedding compatibility are distinct issues." + "reason": "Composite config unwrapping in from_config and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst\u2019s anchor choice is grounded: issue:44514 and issue:44545 are a clear duplicate pair with the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, and 44514 was opened first. The remaining soft-edge rejections are conservative given the packet titles, and the summary does not overclaim beyond the evidence available." + "feedback": "The representative duplicate choice is well grounded: issue:44514 is the earlier report and matches issue:44545 on the exact same apply_chat_template crash. The summary stays conservative about the rest of the cluster, and the soft-edge verdicts avoid over-claiming duplication where the packet only shows title-level similarity." }, "evaluator_used": true, "retried": false, @@ -4429,18 +4421,18 @@ "soft_pairs": [ "issue:44451|issue:44991", "issue:44368|issue:45357", - "issue:43782|issue:45381", "issue:44898|issue:45072", - "issue:44077|issue:44625", + "issue:43782|issue:45381", "issue:43531|issue:44589", + "issue:44077|issue:44625", "issue:44987|issue:45042", - "issue:44062|issue:44451", "issue:43421|issue:43653", + "issue:44062|issue:44451", "issue:44918|issue:44936", "issue:45588|issue:45759", "issue:39692|issue:44610", - "issue:42886|issue:44843", "issue:43381|issue:43844", + "issue:42886|issue:44843", "issue:43421|issue:44186", "issue:43994|issue:44671", "issue:43525|issue:43531", @@ -4457,208 +4449,208 @@ "issue:43540|issue:44008", "issue:30064|issue:36010" ], - "prepared_review_unit_hash": "1b1a44c6784a2adc559365236be5bef0b0443d96895eba004b5c7d1a10a7e184", + "prepared_review_unit_hash": "455ba3a5914cf15aef8bb5c83ee8537411bd500e58482d3fa84e76130b1a68c5", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36097, - "estimated_input_tokens": 9025, - "estimated_eval_tokens": 18306 + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes many unrelated bugs across tokenization, multimodal models, quantization/offloading, and trainer behavior. I rejected all soft edges because none look like the same underlying fix path.", - "confidence": 0.79, - "canonical_issue_reason": "If forced to pick one, issue 44843 is the most concrete and actionable regression (_patch_mistral_regex / HF_HUB_OFFLINE), but the overall set is too heterogeneous for a real canonical duplicate anchor.", + "summary": "The cluster is heterogeneous: these issues cover many unrelated bugs across tokenizers, multimodal models, quantization, offline mode, and training/runtime behavior. None of the soft pairs look like the same concrete underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44843 is the strongest single issue candidate because it has a specific reproducible code path and likely a clear fix, even though it does not represent the rest of the cluster well.", + "best_issue_reason": "No single issue is a clear canonical duplicate target; the items do not converge on one shared bug or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Different failure modes and models: one is a model load failure, the other a tokenizer loading regression." + "reason": "Both are model-loading failures, but they involve different models and likely different tokenizer/config regressions; not the same concrete bug." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Both mention Qwen3.5, but one is a LoRA warning about tied embeddings and the other is incorrect visual encoder keys on save_pretrained." - }, - { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Different concrete bugs: from_pretrained weight_only loading error vs wrong video vision_position_ids." + "reason": "Same Qwen family, but one is a tie_word_embeddings warning during LoRA fine-tuning and the other is an incorrect visual-encoder key save_pretrained regression." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and symptoms; image-size interpolation failure is not the same as a bfloat16 dtype mismatch." + "reason": "Different subsystems and failure modes: image interpolation/classification vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Unrelated config issues: optional post_init policy vs num_labels propagation in Qwen3.5." + "reason": "Both touch Qwen VL, but one is a weight_only from_pretrained loading error and the other is a video position-id bug; different code paths." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing Float8 storage type are unrelated bugs." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Float8 storage type error in quantized loading." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "A specific model load failure and a PIL image processor torchvision dependency regression are different code-path problems." + "reason": "One is about invalid optional post_init on patchtsmixer; the other is num_labels propagation in Qwen3.5 config." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "AddedToken special-argument conflict is unrelated to the model loading failure in the other issue." + "reason": "Different problems: loading a specific model in 5.1+ vs image processors incorrectly depending on torchvision in v5.4.0." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is BigBird special-token registration/decoding." + "reason": "Both involve special tokens, but one is runtime post-processor updates in TokenizersBackend and the other is BigBird mask-token registration/empty decode." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword duplication is unrelated to the ScandiBERT loading failure." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different training workflow failures: embedding unpacking with TRL vs evaluate() after train() state handling." + "reason": "One is TRL SFT embedding unpacking; the other is trainer.evaluate failing after train\u2014different trainer states and symptoms." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention aux handling and AutoModelForCausalLM.from_config text_config unwrapping are unrelated." + "reason": "Different failures in different paths: flash_attention sink handling vs composite Qwen config unwrapping." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both involve model/processor mismatch, but for different models and different concrete failures." + "reason": "Both mention processor/model mismatch, but one is a SigLIP2 docs example with quantization issues and the other is OmDet-Turbo image size mismatch." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Both touch HF_HUB_OFFLINE, but 44843 is a specific _patch_mistral_regex/model_info bug while 42886 is a broader cache/offline tokenizer failure." + "reason": "Gradient checkpointing in eval mode is unrelated to the ZeRO-3 gradient explosion bug." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and DeepSpeed ZeRO-3 gradient explosion are not the same bug." + "reason": "Both are offline tokenizer failures, but one is a generic cache-load problem and the other is specifically _patch_mistral_regex calling model_info() in offline mode." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token post-processing and LayoutLMv2 NER/padding crashes are different issues." + "reason": "Different tokenizer bugs: post-processor not updating on token changes vs LayoutLMv2Tokenizer crashing on NER/padding paths." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models, different symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM predictions." + "reason": "Different models and failure modes: SigLIP2 incorrect outputs vs CamemBERT masked-LM predictions regression." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to the Qwen3-MoE sliding_window issue." + "reason": "Llama4Config missing pad_token_id is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "A T5 RMSNorm memory leak and Qwen3_5Moe CPU offload incompatibility are unrelated." + "reason": "T5 apex RMSNorm memory leak and Qwen3_5Moe CPU-offload incompatibility are unrelated." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both relate to fix_mistral_regex, but one is a backend_tokenizer crash and the other is a Kimi codec/warning regression; not the same concrete fix." + "reason": "Both mention fix_mistral_regex/tokenizer regressions, but one is a crash on Mistral tokenizer and the other is a Kimi-K2.5 codec-handling regression with a misleading warning." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Auto device-map cuda assert and T5 RMSNorm memory leak are unrelated." + "reason": "Qwen3 auto device-map cudaErrorAssert is unrelated to the T5 RMSNorm memory leak." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed/BertModel zero-sized index error and fbank feature extraction failure are different code paths." + "reason": "Zero3/BertModel index error is unrelated to the fbank feature extraction issue." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 documentation/model mismatch is unrelated to quantization/offloading behavior." + "reason": "SigLIP2 doc/model mismatch is unrelated to quantization offloading behavior." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local checkpoint loading and quantization offloading are different problems." + "reason": "PEFT local-checkpoint loading and quantization offloading are different code paths and symptoms." }, { "left": "issue:42915", "right": "issue:45759", "accept": false, - "reason": "FineGrainedFP8Config failure and composite-config from_config unwrapping are unrelated." + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to config unwrapping in AutoModelForCausalLM.from_config." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "IterableDataset multi-image finetuning failure and GraniteSpeech PEFT checkpoint loading are different bugs." + "reason": "Qwen2.5-VL iterable dataset failure has nothing to do with GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "Local PEFT checkpoint loading has nothing to do with Qwen2.5-VL video position IDs." + "reason": "Different domains: PEFT adapter loading vs Qwen2.5-VL video position ids." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction failure and add-new-model-like/tokenizer mapping handling are unrelated." + "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping logic are unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and Gemma3n forward-name collision are different model-specific bugs." + "reason": "Qwen3OmniMoe video processing error and Gemma 3n variable-name collision are distinct bugs." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor segmentation-map handling and a GenerationMixin import error are unrelated." + "reason": "Image processor void segmentation map failure is unrelated to the GenerationMixin ImportError." } ] }, @@ -4733,8 +4725,8 @@ ], "soft_pairs": [ "issue:43720|issue:43819", - "issue:43335|issue:43756", "issue:43618|issue:43697", + "issue:43335|issue:43756", "issue:45183|issue:45479", "issue:43653|issue:43720", "issue:43716|issue:44008", @@ -4756,207 +4748,207 @@ "issue:45584|issue:45834", "issue:43644|issue:43749", "issue:44485|issue:44509", - "issue:44561|issue:45020", "issue:44821|issue:45084", "issue:43825|issue:43994", + "issue:44561|issue:45020", "issue:39692|issue:45834" ], - "prepared_review_unit_hash": "45136384bde4b9b2bf02d4a4884f4570c5e11e9231047aca213743599442f1a8", + "prepared_review_unit_hash": "150ee0d54e730d6e8afca6da7a73033732d779c445ec61c2aa100301ae2e27ab", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36347, - "estimated_input_tokens": 9087, - "estimated_eval_tokens": 18430 + "serialized_chars": 36340, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated bug reports across tokenizers, vision/multimodal models, config loading, and docs regressions. None of the soft pairs look like the same underlying issue, so all are rejected. No PRs are present.", - "confidence": 0.94, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "43994 is the strongest standalone issue: it has a concrete symptom, a specific model family, and a clear user-facing failure. It is not a good cluster canonical, though, because the rest of the items are mostly unrelated.", - "best_pr_reason": null, + "summary": "This cluster is mostly a set of distinct Transformers regressions and docs issues, not true duplicates. The soft-similarity links mostly reflect shared subsystems (tokenizers, multimodal models, v5 regressions) rather than the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits the cluster well: the items span unrelated failures across tokenizer, vision, dtype, remote_code, and docs paths, so the soft pairs should not be merged into one duplicate set.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "issue:44843 is the best single representative only in the sense that it is a concrete, well-scoped regression with a clear code path (_patch_mistral_regex); however, it still does not represent the broader cluster.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different failures: BitNet packed-weight loading during accelerate vs DAC.from_latents mismatch with missing STE." + "reason": "Different models and failure modes: BitNet accelerate-loading unpacking vs DAC STE mismatch." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Both are model-architecture bugs, but one is sparse-layer creation in SwitchTransformers and the other is RoPE layer dropping in Smollm3." + "reason": "Both are v5 regressions, but one is CLIP attentions metadata and the other is RTDetrV2 output drift." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Both are regressions, but CLIPOutput attention assignment and RTDetrV2 output drift are separate code paths and symptoms." + "reason": "Unrelated bugs: SwitchTransformers sparse-layer construction vs Smollm3 RoPE-layer dropping." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Both involve validation/loss behavior, but XOR input validation errors and degenerate single-label classification loss are unrelated bugs." + "reason": "Validation/error-message issue vs classification-loss degeneration; different code paths and symptoms." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking bug; same broad CI/loading theme, not the same issue." + "reason": "Tokenizer special-token registration bug is unrelated to BitNet packed-weight loading." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal bugs, but one is image preprocessor dtype mismatch and the other is an audio-mel-mask name collision." + "reason": "Different multimodal components and errors: image dtype mismatch vs Gemma3n variable-name collision AttributeError." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both mention tokenizer/processor use, but the regression in processor.tokenizer/images-to-tokenizer is unrelated to Kosmos2.5 long-OCR indexing." + "reason": "Both involve processors/tokenizers, but one is a processor-tokenizer API regression and the other is a Kosmos2.5 OCR index error." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-kwarg duplication is a tokenizer construction error; cjvt/sleng-bert load failure is a different loading problem." + "reason": "AddedToken special-argument conflict is not the same as failing to load a remote tokenizer/model." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different model families and failure modes: torch.compile/SDPA on Bamba vs bfloat16 inference dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Different subsystems: torch.compile/SDPA failure in Bamba vs bf16 dtype mismatch in unrelated models." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile SDPA failure is unrelated to DAC.from_latents not matching forward pass." + "reason": "Completely different models and code paths; no shared underlying bug." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault while loading Llava Next models is not the same as an MPS histogram Int error in moe code." + "reason": "Llava Next loading segfault is unrelated to the MPS histogram/int dtype error in moe." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and Perceiver non-default-resolution failure are distinct model/tokenizer bugs." + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image-classification resolution handling." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch Mistral regex patching, but one crashes due to unconditional hub lookup offline and the other due to backend_tokenizer attribute access." + "reason": "Both touch _patch_mistral_regex, but one is an offline hub call bug and the other is a backend_tokenizer AttributeError; not the same bug." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code missing fields are separate config/runtime issues." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are different multimodal defects." + "reason": "BLIP2 dtype loading bug vs Video-LLaVA temporal-attention/weight-sharing issue." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading problems, but trust_remote_code missing fields is not the same as strict config rejecting granite_speech." + "reason": "Missing returned config fields under trust_remote_code is different from strict config blocking granite_speech loading." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Special-token post-processor updates and Whisper batch_decode skip_special_tokens behavior are related only at a very broad tokenizer level." + "reason": "Special-token post-processor refresh bug is not the same as Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC forward/from_latents mismatch are unrelated." + "reason": "Tokenizer special-token registration bug vs DAC latent/forward mismatch are unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM prediction regressions are separate model-specific failures." + "reason": "Both are output regressions, but they affect different models and different failure mechanisms." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen multimodal issues, but video-processing ValueError and wrong vision_position_ids are not the same bug." + "reason": "Different multimodal video bugs in different Qwen model families and different tensor bookkeeping paths." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure affect different code paths." + "reason": "Weight-only loading error is unrelated to flash-attention generation failure." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation after align_special_tokens and Kosmos2.5 long-OCR index errors are unrelated." + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long OCR index errors." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk in v5 and FSDP CPU RAM efficient loading are different loading/memory issues." + "reason": "Non-persistent buffer initialization regression is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and docs mentioning removed pipeline tasks are not duplicates." - }, - { - "left": "issue:44561", - "right": "issue:45020", - "accept": false, - "reason": "Removal of is_torch_fx_available affecting trust_remote_code models and broader remote_code breakage are related only at a high level." + "reason": "RoPE implementation discussion is not the same as stale docs mentioning removed pipeline tasks." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL-loading failure and template-compilation TypeError do not share an underlying code path." + "reason": "AutoImageProcessor-from-URL loading and non-template-node compilation errors are unrelated." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline error-message wording for removed translation tasks is a docs/UX issue; SigLIP2 nonsensical outputs are a model/processor bug." + "reason": "Pipeline task error-message cleanup is unrelated to SigLIP2 model/processor mismatch and quantization failure." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but one is a specific removed helper and the other is a broad report about recent versions." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs example errors and Kosmos2.5 long OCR indexing are different model-family problems." + "reason": "SigLIP2 docs/example and Kosmos2.5 OCR failure are unrelated model-specific issues." } ] }, @@ -5044,10 +5036,10 @@ "issue:42175|issue:45081", "issue:43720|issue:45072", "issue:45081|issue:45406", - "issue:44060|issue:44368", "issue:43749|issue:44291", - "issue:43650|issue:43906", + "issue:44060|issue:44368", "issue:43582|issue:44857", + "issue:43650|issue:43906", "issue:43262|issue:43819", "issue:43526|issue:43697", "issue:43526|issue:44554", @@ -5057,196 +5049,196 @@ "issue:43329|issue:45600", "issue:43742|issue:45020" ], - "prepared_review_unit_hash": "71e1edb693ab7f662a8c95e10453b1eb6b7d4a89ce3ebbfa9ecbbb5e29e8bbe1", + "prepared_review_unit_hash": "df0026f88181c04e0966d70d033f0e58121dcd22d4c3836ae2279846bb40ac38", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35506, - "estimated_input_tokens": 8877, - "estimated_eval_tokens": 18010 + "serialized_chars": 35509, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a duplicate cluster: the issues are mostly unrelated model-, tokenizer-, processor-, and loading-specific bugs, so none of the soft pairs should be merged.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits the cluster because the items span many distinct components and failure modes rather than one underlying bug.", + "summary": "No soft pair looks like a true duplicate: the items span unrelated bugs across processors, tokenizers, loading, training, and device/dtype behavior. There are no PRs in this cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is appropriate here; the set is too heterogeneous, and none of the soft pairs describe the same underlying defect closely enough to merge.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a true cluster representative; if forced, issue:43825 is one of the most self-contained reports, but it is not a duplicate target for the rest.", + "best_issue_reason": "issue:45020 is the closest thing to an umbrella anchor because it is broad and user-facing, but it still should not be treated as a duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Different codepaths: image segmentation-map processing vs a trainer compute_loss signature error." + "reason": "Different subsystems: image processor segmentation maps vs trainer loss signature handling." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading regression for EMBEDDIA/est-roberta." + "reason": "CUDA auto-device-map crash and tokenizer loading failure are unrelated code paths." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related topic, but one is a runtime pipeline error message and the other is docs still referencing removed pipeline APIs; not the same bug." + "reason": "Related theme, but one is a runtime error message and the other is documentation drift after pipeline removals." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different models and symptoms: video-input regression in Qwen VL variants vs Kosmos2.5 OCR long-input index error." + "reason": "Different bugs: Qwen VL video regression vs Kosmos2.5 long-OCR index error." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer crashes, but they involve different tokenizers, inputs, and likely different fixes." + "reason": "Both involve tokenizers, but the concrete failures and affected components differ." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Unrelated bugs: Blip2 dtype propagation on load vs Apple Silicon caching_allocator_warmup TypeError." + "reason": "Blip2 dtype loading bug vs Apple Silicon allocator TypeError; not the same defect." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Different failures: mask/tensor shape IndexError vs trainer.evaluate() breaking after train()." + "reason": "Mask-shape IndexError is unrelated to evaluation failing after training." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression is not the same as a broad tokenization change report." + "reason": "Masked LM prediction drift is not the same as generic tokenization changes across versions." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both mention mismatches, but the affected models and loading/inference paths are different." + "reason": "Both mention mismatches, but the model/code paths and failure modes are different." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to GenerationMixin import failure." + "reason": "BarkProcessor voice preset handling and GenerationMixin import failure are unrelated." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are separate bugs." + "reason": "Processor output size mismatch is a different bug from bfloat16 dtype mismatch." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different modalities and root causes: Qwen3VL weight-only load error vs Qwen2.5-VL rope index scaling bug." + "reason": "Model loading weight_only error vs RoPE position-id scaling bug; different mechanics." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow backend in an install extra is unrelated to a Mistral tokenizer regex patch crash." + "reason": "Packaging/backend dependency omission is unrelated to the tokenizer regex patch crash." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading bug and dtype mismatch in other models are different concrete codepaths." + "reason": "Packed-weight loading during accelerate init is a different failure than dtype mismatches." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer regex patch crash vs Gemma4Processor missing _tokenizer in serve; same general area, different defects." - }, - { - "left": "issue:44060", - "right": "issue:44368", - "accept": false, - "reason": "Both are warning-related, but they concern different models and different tied-weights issues." + "reason": "Both are tokenizer/processor errors, but they fail in different places and for different reasons." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are separate loading mechanisms with different failures." + "reason": "FSDP RAM-efficient loading and init_empty_weights argument compatibility are distinct loading bugs." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "No substantive duplicate: one is a vague report, the other is an isolated reproduction of a specific upstream issue." + "reason": "Incorrect tied-weights mapping is not the same as a warning about tie_word_embeddings configuration." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to CUDA float16 AMP crash." + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are unrelated platform-specific failures." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "One is a low-signal request, the other is an isolated reproduction of a separate upstream issue." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio sampling-rate default bug and DAC from_latents/STE mismatch are unrelated." + "reason": "Audio sampling-rate defaulting and DAC latent/forward mismatch are different code paths." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different models and bugs: BeitImageProcessorFast label reduction vs RTDetrV2 output divergence." + "reason": "Label reduction in BeitImageProcessorFast is not the same as RTDetrV2 output divergence." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Beit image-label reduction has nothing to do with MPS attention correctness." + "reason": "A label-shape bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error and CLIPTokenizer model_max_length are unrelated tokenizer issues." + "reason": "Template compilation failure and tokenizer max_length sentinel are unrelated." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve error handling, but they are different functions and different swallowed-error problems." + "reason": "Both concern error handling, but they are different anti-patterns in different functions." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor preset handling is unrelated to CustomTrainer.compute_loss argument mismatch." + "reason": "Bark voice preset behavior and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Video token counting bug and auto_mappings stale-config references are distinct regressions." + "reason": "Multimodal token counting bug vs stale auto_mappings config reference; different failures." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A model-specific key error is not the same as the broad remote_code compatibility regression." + "reason": "MobileLLM key error is not the same as the broader remote_code regression report." } ] }, @@ -5291,7 +5283,6 @@ "issue:43645", "issue:43653", "issue:43696", - "issue:43697", "issue:43720", "issue:43746", "issue:43749", @@ -5313,10 +5304,10 @@ "issue:44991", "issue:45042", "issue:45356", - "issue:45357", "issue:45488", "issue:45701", "issue:45759", + "issue:45823", "issue:45859" ], "soft_pairs": [ @@ -5326,11 +5317,11 @@ "issue:43257|issue:43329", "issue:44589|issue:45042", "issue:43746|issue:44811", - "issue:43257|issue:43696", "issue:43854|issue:44977", + "issue:43257|issue:43696", "issue:38175|issue:44610", - "issue:39692|issue:44912", "issue:36010|issue:43645", + "issue:39692|issue:44912", "issue:43819|issue:43927", "issue:43454|issue:43577", "issue:43720|issue:44610", @@ -5338,8 +5329,8 @@ "issue:44568|issue:45488", "issue:43531|issue:45042", "issue:43329|issue:44479", - "issue:44568|issue:45356", "issue:43262|issue:44811", + "issue:44568|issue:45356", "issue:36010|issue:36331", "issue:43749|issue:44756", "issue:43643|issue:45759", @@ -5349,223 +5340,226 @@ "issue:34567|issue:40990", "issue:43606|issue:45859", "issue:43257|issue:43756", - "issue:43697|issue:45357" + "issue:45823|issue:45859" ], - "prepared_review_unit_hash": "f61f99fa1c925d4bf2c0af64be1b5ac75c7db266dc515b04ec41a5daab212b23", + "prepared_review_unit_hash": "30c63c487a2d726d76c3fdfa70f9db8dba6a62318f1c915e1e20e57561622afa", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 37001, - "estimated_input_tokens": 9251, - "estimated_eval_tokens": 18758 + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated transformer/model bugs that only share broad themes like loading, tokenization, video/audio processing, or training. I do not see a true duplicate cluster among the soft pairs; they should stay separate.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 45701 is the broadest umbrella title, but the set spans many different subsystems and failure modes, so there is no strong canonical duplicate for the whole group.", + "summary": "This cluster is mostly heterogeneous: most pairs share broad subsystem keywords but not the same concrete bug. I\u2019d reject nearly all soft edges; only the video-regression pair looks plausibly duplicate-adjacent.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue is evident: the items span unrelated training, loading, tokenizer, multimodal, and device/offload bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45488 is the most concrete and user-visible regression report, but it still only represents one narrow tokenizer bug and not the cluster as a whole.", + "best_issue_reason": "issue:45701 is the broadest issue here and a reasonable anchor for the tokenization-regression subset, but it is not a true duplicate target for the cluster as a whole.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Different problems: BigBird mask-token registration vs GPT-OSS MXFP4 loading/fallback." + "reason": "Different failures: BigBirdTokenizer special-token registration vs gpt-oss MXFP4 quantization fallback." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different training failures: ZeRO-3/non-pretrained BERT index error vs post-train evaluate failure." + "reason": "Both are training-related, but one is a zero3/Bert index error and the other is evaluate-after-train state handling." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "One is gguf_file loader breakage; the other is a tokenizer-load regression for a specific model." + "reason": "Both concern tokenizer loading, but they point to different models and different breakages in the loading path." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Different code paths: Qwen3 MoE weight conversion vs multimodal video token counting bug." + "reason": "Weight conversion with accelerate/deepspeed is unrelated to a video token-counting helper bug." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Unrelated failures: missing Float8 storage vs PIL image processors requiring torchvision." + "reason": "Float8 storage lookup and PIL/torchvision dependency handling are unrelated." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different subsystems: PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are different code paths." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Both involve GPT/Qwen loading or memory themes, but the concrete bugs are different models and different failures." + "reason": "Both are model-specific generation/loading regressions, but not the same model or concrete defect." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Different models and causes: GLM-4.7-Flash test loading issue vs Qwen3.5 flash-attention generation regression." + "reason": "Qwen3 MoE weight conversion and GPT-oss OOM are different issues." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different models and layers: SigLIP2 zero probabilities vs OmDet-Turbo processor input-size mismatch." + "reason": "Unexpected zero probabilities is not the same bug as processor output size mismatch." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Docs/example errors for SigLIP2 are unrelated to GPT-OSS quantization loading." + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different regression types." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Import-path error for GenerationMixin is not the same bug as notebook custom-model initialization in v5." + "reason": "Documentation/example errors and quantization fallback are unrelated." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different models and root causes: DAC STE mismatch vs DiaConfig save/load token-ID loss." + "reason": "DAC latent decoding mismatch and DiaConfig save/load token IDs are unrelated model bugs." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Separate issues: AyaVision weight tying vs Blip2 dtype propagation." + "reason": "lm_head tying in AyaVision and BLIP2 dtype loading are separate model-loading problems." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different problems: packed-weight unpacking during accelerate load vs image processor output-size mismatch." + "reason": "Packed-weight unpacking during accelerate load is unrelated to a processor shape mismatch." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA regression is unrelated to MXFP4 quantization loading." + "reason": "torch.compile SDPA failure and MXFP4 quantization fallback are different issues." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer-related, but they affect different tokenizers and different mechanisms." + "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS handling and the other is pre-tokenizer override behavior." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Sliding-window behavior for Qwen3-MoE is unrelated to PIL backend torchvision dependency handling." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to PIL backend image processor dependencies." }, { "left": "issue:43329", "right": "issue:44479", - "accept": false, - "reason": "Related to video, but not the same bug: undefined helpers in token counting vs v5.3.0 video-input regression." + "accept": true, + "reason": "Both center on the video multimodal path; 43329 identifies the concrete undefined-helper bug that plausibly underlies the broader video input regression in 44479." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Different tokenizer regressions: BOS/EOS insertion vs codec-handling and warning behavior." + "reason": "Audio chat-template sampling-rate defaults and Whisper decode flags are different processor behaviors." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode special-token skipping." + "reason": "Both are tokenizer regressions, but the specific breakage and model families differ." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and compute_loss signature break are separate API regressions." + "reason": "Importing GenerationMixin and compute_loss signature changes are separate API breakages." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both touch loading/memory, but FSDP CPU-efficient loading and Strix Halo mmap OOM are different failures." + "reason": "FSDP CPU RAM efficient loading and mmap OOM on Strix Halo are different memory/loading issues." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Different config-loading bugs: missing fields with trust_remote_code vs not unwrapping text_config in composite multimodal configs." + "reason": "Missing fields with trust_remote_code and composite-config unwrapping are different config-loading bugs." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states output bug is unrelated to broad tokenization-version changes." + "reason": "Hidden-states output and tokenization changes are unrelated." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3-family loading issues with different model types and failure modes." + "reason": "Qwen3 MoE weight conversion and Qwen3-VL shape mismatch are different loading failures." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both mention video processors, but one is a token-count helper bug and the other is a batched-shape bug." + "reason": "Token counting in the video branch and batched video processor output shape are not the same defect." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer metric tracking is unrelated to GPT-OSS perplexity quality." + "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they are different models/components and likely different code paths." + "reason": "Both involve CPU offload, but the affected models and failure modes differ." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer trimming are unrelated regressions." + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer behavior are unrelated." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:45823", + "right": "issue:45859", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key regression are different bugs." + "reason": "Gemma4 device-map mismatch and Qwen3_5MoE rotary embedding CPU-offload incompatibility are different model-specific device bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet and stays conservative overall. The cluster-level conclusion that this is mostly heterogeneous is supported, and the one accepted soft edge is plausibly the same video-regression family without overstating certainty. The rejected pairs also read as appropriately cautious rather than forced duplicates." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5598,6 +5592,7 @@ "issue:43540", "issue:43577", "issue:43582", + "issue:43697", "issue:43742", "issue:43749", "issue:43756", @@ -5620,38 +5615,37 @@ "issue:44991", "issue:45042", "issue:45072", - "issue:45081", "issue:45137", "issue:45325", + "issue:45357", "issue:45381", "issue:45405", "issue:45479", "issue:45538", "issue:45588", - "issue:45823", - "issue:45859" + "issue:45823" ], "soft_pairs": [ - "issue:45823|issue:45859", + "issue:43697|issue:45357", "issue:44987|issue:45538", "issue:44291|issue:45042", - "issue:42915|issue:43742", "issue:43452|issue:43582", + "issue:42915|issue:43742", "issue:42915|issue:44821", "issue:33357|issue:34567", "issue:42915|issue:45538", "issue:41720|issue:43540", "issue:44479|issue:45381", "issue:43317|issue:45538", - "issue:42175|issue:43824", "issue:43927|issue:44912", + "issue:42175|issue:43824", "issue:43577|issue:45072", "issue:43540|issue:44560", "issue:43540|issue:44479", "issue:44062|issue:44991", "issue:42175|issue:44938", - "issue:42175|issue:44488", "issue:45137|issue:45405", + "issue:42175|issue:44488", "issue:38175|issue:44898", "issue:44737|issue:45588", "issue:28282|issue:34689", @@ -5660,251 +5654,244 @@ "issue:42915|issue:43749", "issue:43756|issue:45325", "issue:43526|issue:45479", - "issue:43540|issue:45823", "issue:28282|issue:29127", + "issue:43540|issue:45823", "issue:43582|issue:43782", "issue:43493|issue:43994", - "issue:44291|issue:44821", - "issue:44062|issue:45081" + "issue:44291|issue:44821" ], - "prepared_review_unit_hash": "e7d5f3147f3f5e0a25a484f3e330fa615d960e1c370088acaf5dd30b106c45a9", + "prepared_review_unit_hash": "f7932867ad6e0f78a5c4dba8c11c767963f0b3b619633f339ccfd149d043712c", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38080, - "estimated_input_tokens": 9520, - "estimated_eval_tokens": 19296 + "soft_pair_count": 33, + "serialized_chars": 37715, + "estimated_input_tokens": 9429, + "estimated_eval_tokens": 19114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set. I found one plausible duplicate pair around the Qwen2.5-VL video position-id regression; the rest differ by model, backend, or failure mode and should stay separate.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 44479 is the broadest and clearest report of the Qwen video-input regression in v5.3.0, spanning multiple affected variants and giving the strongest central bug description.", + "summary": "Mostly a heterogeneous cluster of Transformers bug reports. The only strong duplicate-looking subsets are the Qwen VL video-input regression pair and the SigLIP2 output-discrepancy pair; most other items are related only at the subsystem level and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44479 is the broadest and most representative concrete bug report here: a versioned video-input regression affecting multiple Qwen VL variants, with a clear shared code path and duplicate potential.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best duplicate target because it captures the shared regression at the widest scope, while 45381 looks like a specific instance of that same problem.", + "best_issue_reason": "44479 is the best anchor issue because it captures the widest plausible duplicate set around the Qwen VL video-input regression and is more general than the narrower follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45823", - "right": "issue:45859", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Both involve device/offload behavior, but they affect different Qwen/Gemma code paths and different failure sites; not the same bug." + "reason": "Different models and different problems: RTDetrV2 output drift vs Qwen3.5 save_pretrained key corruption." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Unrelated problems: tokenizer loading on one side, CLIP tokenizer max-length behavior on the other." + "reason": "Both involve loading/tokenizer behavior, but one is a model load failure and the other is a tokenizer max_length bug for CLIPTokenizer." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different subsystems and symptoms: init_empty_weights argument handling vs PIL image processor torchvision dependency." + "reason": "Unrelated bugs: init_empty_weights unexpected argument vs PIL backend requiring torchvision." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Different models and failures: Qwen3Moe FP8 config vs MobileLLM loading key error." + "reason": "Different subsystems and symptoms: gguf/from_pretrained loading vs Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "One is gguf/AutoTokenizer-AutoModel loading, the other is an Apple Silicon allocator warmup TypeError; unrelated." + "reason": "Both are model-loading failures, but they affect different models and likely different code paths." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different areas entirely: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." + "reason": "Different issue classes: Qwen3Moe FP8 failure vs AutoImageProcessor URL loading." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "CLIP Mac bus error and TrainerState token accounting are unrelated." + "reason": "No shared underlying bug: MacOS bus error on CLIP vs TrainerState token-count tracking." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are different issues." + "reason": "Different failure modes and components; only very broad loading-related similarity." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both are Qwen-family bugs, but one is device-mapping/cuda assert and the other is video-input validation for Qwen3OmniMoe; different code paths." + "reason": "Different model families and errors: device-map cuda assert vs video-input ValueError." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Same underlying Qwen2.5-VL video-position-id regression in 5.3.0; 44479 is the broader multi-model report and 45381 is a specific manifestation." + "reason": "Strong duplicate signal: both report the same Qwen VL video-input / vision position-id regression in v5.3.0." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Dequantized model offload failure is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Device-map/offload loading bug vs CLIPTokenizer max_length issue; not the same change or code path." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Backend packaging issue vs missing Qwen2.5-VL symbol import; different problems." + "reason": "Different model/config bugs: DiaConfig token IDs persistence vs MXFP4 quantization fallback." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Config save/load token-ID corruption is unrelated to MXFP4 quantization fallback behavior." + "reason": "Unrelated backend/install packaging issue vs missing Qwen2_5_VL import." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but the models and failure modes differ; not the same concrete bug." + "reason": "Both mention dtype mismatches, but they concern different models and different inference paths." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related Qwen bugs, but they hit different models and different errors (validation ValueError vs StopIteration)." + "reason": "Both are video-related, but the models and concrete failures differ (Qwen3OmniMoe ValueError vs Qwen3-vl-embedding StopIteration)." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Same broad family, but different model families and different failure mechanisms; not one duplicate bug." + "reason": "Related theme, but different model families and distinct video-processing failures." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Tokenizer AddedToken keyword conflict is not the same as a specific model failing to load on transformers>=5.0.0." + "reason": "Tokenizer errors for different root causes; not enough evidence of one underlying bug." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "TensorFlow backend packaging and Python 3.14 import/load failure are unrelated." + "reason": "Packaging/backend inclusion issue vs Python 3.14 load failure; no shared code-path evidence." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Backend packaging issue vs a model-loading complaint; no shared bug." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version pin issue." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump." + "reason": "Different problems: backend installation contents vs model loading failure for a specific checkpoint." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different vision-model correctness issues with different models and symptoms." + "reason": "Both are vision-model bugs, but they are different models and different symptoms, so not the same underlying change." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU placement bug and flash_attention sink-less AttributeError are unrelated." + "reason": "XLNet CPU placement bug vs flash-attention sinkless-model crash; unrelated." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Both concern model loading, but one is missing PyTorch import handling and the other is a specific Llama 3.2 vision loading regression." + "reason": "ImportError due to missing PyTorch vs a model-loading regression for Llama 3.2 Vision." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Different failure modes and code paths: MobileLLM key error vs init_empty_weights unexpected argument." + "reason": "Different loading failures with different triggers; no shared concrete code path." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "An isolated reproduction report is not the same bug as the Qwen2.5-VL video position-id regression." + "reason": "One is a reproduction of an older issue, the other is a Qwen2.5-VL video-position bug; not enough to merge." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 loading and FSDP CPU RAM efficient loading are different problems." + "reason": "Different training/loading paths: Qwen3Moe FP8 config vs FSDP CPU RAM efficient loading." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen/VL related, but one is RoPE-layer configuration and the other is still-image temporal position scaling; different bugs." + "reason": "Both involve RoPE/position logic, but they affect different models and distinct bugs." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiT image processor label reduction and sequence-classification zero-loss behavior are unrelated." + "reason": "ImageProcessor label reduction bug vs sequence-classification zero-loss bug; unrelated." }, { - "left": "issue:43540", - "right": "issue:45823", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Different models and different offload/device issues; not a single underlying bug." + "reason": "ImportError for missing PyTorch vs LayoutLMv3 error-message clarity; not duplicates." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43540", + "right": "issue:45823", "accept": false, - "reason": "ImportError about missing PyTorch and LayoutLMv3 box-error messaging are unrelated." + "reason": "Different models and failure types: Qwen3OmniMoe video processing vs Gemma4 device mismatch." }, { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3VL weight_only loading." + "reason": "AppleSilicon TypeError in warmup vs Qwen3VL weight_only load error; unrelated." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and nonsensical AutoModel/pipeline outputs are related to the same model family but not clearly the same concrete bug." + "accept": true, + "reason": "Strong model-level overlap: both report SigLIP2 producing wrong/nonsensical outputs, likely the same implementation bug." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are different subsystems." - }, - { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer AddedToken duplication and Mistral regex patch backend_tokenizer crash are different tokenizer bugs." + "reason": "Unexpected init_empty_weights argument vs URL loading for AutoImageProcessor; different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the single accepted duplicate pair is stated conservatively as a plausible shared Qwen video-regression. The canonical target choice is also well supported by the broader multi-model scope of issue 44479. I did not see overstatement in the soft-edge verdicts." + "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted duplicate pairs are supported by the issue titles, and the rest of the pairwise rejections avoid overclaiming shared causality. 44479 is a reasonable anchor for the Qwen VL video regression cluster, and the overall heterogeneous-cluster summary matches the evidence." }, "evaluator_used": true, "retried": false, @@ -5942,6 +5929,7 @@ "issue:43742", "issue:43749", "issue:43819", + "issue:44062", "issue:44464", "issue:44466", "issue:44484", @@ -5970,12 +5958,12 @@ "issue:45375", "issue:45381", "issue:45405", - "issue:45440", "issue:45600", "issue:45823" ], "soft_pairs": [ "issue:34567|issue:36331", + "issue:44062|issue:45081", "issue:43643|issue:45375", "issue:43452|issue:44488", "issue:44792|issue:44964", @@ -5994,215 +5982,214 @@ "issue:44625|issue:44877", "issue:24643|issue:29127", "issue:43452|issue:44843", - "issue:44466|issue:45005", "issue:43295|issue:45356", + "issue:44466|issue:45005", "issue:43819|issue:44811", "issue:44514|issue:45290", "issue:43653|issue:44568", "issue:44936|issue:45823", - "issue:44464|issue:44743", - "issue:43688|issue:45440" + "issue:44464|issue:44743" ], - "prepared_review_unit_hash": "0dc5d8002a189cd62b8e0d6818b797350a6951071c19b2a0583a4e69424096ba", + "prepared_review_unit_hash": "ea338bf2d828722ab7257ebaff837c67aba2b038d0590515adeca7e3e4c36988", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36109, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "serialized_chars": 36117, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly heterogeneous and does not contain a confirmed exact duplicate set. `issue:44514` and `issue:45290` are the only close pair, but they describe different `apply_chat_template` crash scenarios, so they should not be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "If a single issue must anchor the cluster, `issue:45290` is the clearest and most specific report in the only near-duplicate pair, but it should be treated as a representative, not an exact duplicate match.", + "summary": "Most pairs are clearly different bugs despite superficial overlap in Transformers subsystems. The only pair that looks like the same underlying regression is the v5 tied-weights/save_pretrained issue family.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45005 is the better anchor because it describes the broader tied-weights regression in v5, which encompasses the narrower lm_head.weight serialization symptom in issue:44466.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45290` is the best overall issue representative because it is the most specific and concrete of the near-related reports, while the rest of the cluster is largely unrelated.", + "best_issue_reason": "issue:45005 is the most representative user-facing report in the cluster: it captures the underlying tied-weights problem without being limited to one device-specific manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Different trainer bugs: token-count tracking vs an unexpected `compute_loss` keyword argument." + "reason": "Both are trainer-related, but one is a token-count tracking bug and the other is a custom compute_loss signature break; different code paths." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer construction error vs. Mistral regex patch crash; both involve tokenizers but the failure modes and causes differ." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both are config-related, but they affect different fields and failure modes, not the same bug." + "reason": "Both mention config fields, but one is a trust_remote_code AutoConfig issue and the other is a strict schema field drop in a specific config class; not the same bug." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but they involve different models and different root causes." + "reason": "Both are model loading failures, but the affected APIs/models and the reported failures differ; no clear shared underlying defect." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal model failures: a Janus test failure vs loading Phi-4-multimodal-instruct." + "reason": "Different multimodal models and different failures (test generation vs load failure); too broad to call duplicates." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Unrelated subsystems: PIL/torchvision dependency handling vs a Mistral tokenizer regex crash." + "reason": "Image processor torchvision dependency regression vs tokenizer regex crash; unrelated code paths." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different load-time errors with different symptoms and likely different code paths." + "reason": "KeyError while loading one model versus missing Float8 storage type during serialization/loading; distinct loader issues." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to `AutoImageProcessor` URL loading." + "reason": "Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading; no meaningful bug overlap." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A released dependency/version bump issue is not the same as a stale auto-mapping CI reference bug." + "reason": "One is an unreleased version constraint on PEFT, the other is a stale config reference breaking CI; different problems." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Different bugs: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." + "reason": "Aux-loss normalization in MoE models vs FSDP CPU RAM efficient loading; different functionality and root cause." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions in different model areas: RTDetrV2 outputs vs Qwen3.5 checkpoint saving." + "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "A `max_shard_size` question is unrelated to `AutoProcessor` forwarding kwargs to `cached_file`." + "reason": "save_pretrained shard size question vs AutoProcessor kwargs not forwarded to cached_file; unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both mention chat/template handling, but the failures are different: assistant tool-call content vs Qwen2.5-VL video position ids." + "reason": "Both are Qwen2.5-VL issues, but one is apply_chat_template batching/padding and the other is video vision_position_ids; different symptoms and likely different fixes." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different model paths and bugs: BitNet packed-weight loading vs Perceiver image classification interpolation." + "reason": "BitNet packed-weight loading bug vs Perceiver interpolation failure; not the same code path." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both mention `trust_remote_code`, but one is missing config fields and the other is a removed helper breaking remote-code models." + "reason": "Both touch trust_remote_code, but one is missing fields in AutoConfig output and the other is a v5 utility removal breaking remote code; different regressions." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading `IndexError` is unrelated to `trainer.evaluate()` failing after training." + "reason": "DeepSpeed ZeRO-3 model loading error vs trainer.evaluate() after train(); no duplicate evidence." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Tokenizer/model loading via `gguf_file` is not the same bug as dtype propagation for Blip2." + "reason": "Tokenizer/model loading breakage vs BLIP2 dtype propagation; unrelated issues." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Different config issues: Qwen3.5 `num_labels` propagation vs strict config validation blocking granite_speech." + "reason": "Both are config-related, but one is num_labels propagation and the other is strict loading blocking granite_speech; different defects." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Completely different issues: DeepSpeed training weight-shape error vs LayoutLMv3 error-message clarity." + "reason": "DeepSpeed training RuntimeError vs LayoutLMv3 error message clarity; not duplicates." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both are tokenizer-loading related, but `gguf_file` breakage and an offline regex patch bug are different problems." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights, but one is device-dependent serialization and the other is a broader translation-model issue." + "reason": "Generic loading breakage vs offline model_info call in _patch_mistral_regex; different failure mechanisms." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "A processor/tokenizer regression is unrelated to Kimi-K2.5 codec handling and warning behavior." + "reason": "Both are tokenizer/processor regressions, but one is processor.tokenizer/image passing and the other is Kimi-K2.5 codec handling and warning text; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights/save_pretrained regression in v5: one gives the specific lm_head.weight/device symptom, the other frames the broader translation-model tied-weights issue." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent reconstruction mismatch and Whisper decoding behavior are different code paths." + "reason": "DAC forward/from_latents mismatch vs Whisper batch_decode skip_special_tokens; unrelated." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "They share `apply_chat_template`, but the reported failures are different scenarios (`batched input`/`padding=False` vs assistant tool-call messages with no content), so this is not an exact duplicate." + "reason": "Same API family, but batched padding=False crash and assistant tool-call/no-content crash are distinct edge cases." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Distinct MoE-related bugs: auxiliary-loss normalization vs divergence from the remote DeepSeekV3 implementation." + "reason": "Both involve special tokens, but one is BigBird mask token registration and the other is BOS/EOS insertion for mdeberta; different model/tokenizer behavior." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer post-train evaluation failure is unrelated to Gemma4 PLE device mismatch during forward." + "reason": "trainer.evaluate() lifecycle issue vs Gemma4 PLE device mismatch under device_map='auto'; unrelated." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation with compiled forward is not the same as Qwen3.5 recurrent-state reset with cache." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "MoE loss normalization and native DeepseekV3MoE divergence are distinct model-behavior bugs." + "reason": "Both concern generation correctness, but one is compiled forward inconsistency and the other is recurrent-state reset in a specific modular model; not the same bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is mostly conservative, but one soft-edge verdict is overstated: `issue:44514` vs `issue:45290` share `apply_chat_template`, yet the packet only shows different failure scenarios (`batched input`/`padding=False` vs `assistant messages with tool calls and no content`). That is not enough to call them an exact duplicate or the same crash scenario. The writeup also goes a bit too far in saying this is the \"only true duplicate target.\"" + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:44466 vs issue:45005, is well supported by the titles and descriptions as the same tied-weights/save_pretrained regression with one narrower device-specific symptom. The summary does not overstate weaker matches." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6252,7 +6239,6 @@ "issue:44464", "issue:44479", "issue:44554", - "issue:44568", "issue:44610", "issue:44625", "issue:44821", @@ -6263,286 +6249,286 @@ "issue:45325", "issue:45356", "issue:45357", + "issue:45440", "issue:45588", "issue:45701", - "issue:45704", - "issue:45812" + "issue:45704" ], "soft_pairs": [ + "issue:43688|issue:45440", "issue:30064|issue:33666", "issue:38175|issue:43295", - "issue:43688|issue:45704", "issue:44361|issue:44442", "issue:43653|issue:44361", + "issue:43688|issue:45704", "issue:28282|issue:32090", "issue:43577|issue:43697", - "issue:41720|issue:43906", "issue:28282|issue:33357", - "issue:43688|issue:45701", - "issue:43646|issue:43749", + "issue:41720|issue:43906", "issue:28282|issue:35141", + "issue:43646|issue:43749", + "issue:43688|issue:45701", "issue:44843|issue:44991", "issue:44977|issue:45356", "issue:43531|issue:43742", "issue:43653|issue:43927", "issue:43329|issue:45325", "issue:44464|issue:44977", - "issue:43550|issue:43927", "issue:43577|issue:45588", + "issue:43550|issue:43927", "issue:43577|issue:44554", "issue:44479|issue:44625", "issue:43550|issue:44361", "issue:43122|issue:43906", "issue:32090|issue:34567", - "issue:43504|issue:43550", "issue:41720|issue:44464", + "issue:43504|issue:43550", "issue:43504|issue:43720", "issue:32090|issue:33666", "issue:43504|issue:44610", "issue:43452|issue:44451", - "issue:44849|issue:45357", "issue:43742|issue:44821", - "issue:44568|issue:45812", + "issue:44849|issue:45357", "issue:43278|issue:43688" ], - "prepared_review_unit_hash": "a65616eed223937b83b93cea95e7dd8fb50b427b783636be0b519ef071059e35", + "prepared_review_unit_hash": "24329f43457dd66abe5fa80e012514dd5aad9f20f0b392a2db73b2ef9f4da4d7", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 35, - "serialized_chars": 38323, - "estimated_input_tokens": 9581, - "estimated_eval_tokens": 19418 + "serialized_chars": 37683, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the soft pairs look like similar-looking but distinct bugs across tokenization, loading, training, multimodal, and attention paths. I would not merge any of the proposed soft edges. The best representative issue is the broad tokenization-regression report.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45701 is the broadest representative title in the cluster and best captures the recurring tokenization-regression theme, even though the overall cluster still contains many unrelated issues.", + "summary": "This cluster is heterogeneous: it mixes tokenizer regressions, model-loading failures, training/runtime bugs, multimodal/video issues, and unrelated backend-specific problems. None of the soft edges look like the same underlying bug or change, so they should all be kept separate.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated failure modes and code paths, so there is no shared underlying bug to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most umbrella-like issue here; it can stand in as the cluster representative better than the narrower model-specific or API-specific reports.", + "best_issue_reason": "No issue is a good global representative for duplication: the cluster is not one bug family, but many distinct regressions and feature requests.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different problems: MoE auxiliary-loss normalization vs DeepSeekV3 implementation divergence." + }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Image-processor segmentation-map failure and Qwen2-VL multi-GPU training are different subsystems and symptoms." + "reason": "Image processor segmentation-map handling is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Zero-probabilities in SigLIP2 and processor.tokenizer breakage are unrelated model/output vs API-regression bugs." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Aux-loss normalization in MoE models and T5 RMSNorm memory leak are different code paths and fixes." + "reason": "SigLIP2 zero probabilities and processor.tokenizer regression are separate code paths." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are not the same underlying issue." + "reason": "MLukeTokenizer task failure is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration and MLukeTokenizer task handling are unrelated tokenizer bugs." + "reason": "BigBird mask-token decode bug is not the same as MLukeTokenizer AttributeError." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE loss normalization and T5 apex RMSNorm memory leak are unrelated." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Torch missing ImportError and Trainer _gpu_broadcast_one NoneType error are distinct environment vs distributed-training failures." + "reason": "Missing PyTorch import and Trainer _gpu_broadcast_one NoneType error are different failures." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "BLIP2 dtype handling and RTDetrV2 output divergence are different model-behavior bugs." + "reason": "BLIP2 dtype propagation is unrelated to RTDetrV2 output mismatch in v5." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and the isolated reproduction issue are too vague to treat as the same concrete bug." + "reason": "PyTorch ImportError and MacOS CLIP bus error do not share the same root cause." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Missing PyTorch ImportError and MacOS bus error on CLIP loading are different failures." + "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to an isolated reproduction of another issue." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Aux-loss normalization and generic tokenization regressions do not share the same bug or code path." + "reason": "Missing backend import and embedding reinitialization after resize are different bugs." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are different initialization/loading problems." + "reason": "Custom model init breakage in Transformers 5.0 is not the same as FSDP CPU RAM-efficient loading." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "PyTorch-not-found ImportError and embedding reinitialization after resize are unrelated." + "reason": "Auxiliary-loss normalization and tokenization changes are unrelated issues." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline-mode hub access and tokenizer loading for est-roberta are both loading-related, but not the same defect." + "reason": "HF_HUB_OFFLINE model_info patching is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Flash-attention generation bug and Kimi-K2.5 tokenizer codec regression are unrelated." + "reason": "Qwen3.5 flash-attention generation bug and Kimi-K2.5 tokenizer codec/regex regression are distinct." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model/config load issues." + "reason": "Qwen3-MoE sliding_window bug and MobileLLM key error are different model-loading/runtime issues." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird special-token registration and DiaConfig custom-token-ID loss are different token/config bugs." + "reason": "BigBird special-token decode bug is unrelated to DiaConfig custom token ID persistence." }, { "left": "issue:43329", "right": "issue:45325", "accept": false, - "reason": "Undefined video-token helpers and Qwen2.5-VL rope-index scaling are both multimodal, but not the same bug." + "reason": "Undefined video-token helpers in multimodal counting are unrelated to Qwen2.5-VL rope-index scaling." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and flash-attention generation failure are different generation-path issues." + "reason": "Compiled chunked-generation inconsistency is not the same as flash-attention generation failure." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "torch.compile with SDPA on Bamba and DiaConfig token-ID loss are unrelated." + "reason": "BLIP2 dtype propagation and flash_attention s_aux=None crash affect different subsystems." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "BLIP2 dtype propagation and flash_attention.py s_aux=None handling are different bugs." + "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig token ID loss." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype loading and MPS attention correctness are distinct problems." + "reason": "BLIP2 dtype handling does not match the MPS attention correctness issue." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video input regression and num_labels propagation are not the same underlying change." + "reason": "Video-input regression in Qwen models is unrelated to Qwen3.5 num_labels propagation." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError are unrelated." + "reason": "Bamba compile/SDPA bug and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Tokenizer-version drift and the isolated reproduction issue are not enough to assert the same bug." + "reason": "Tokenizer version-change behavior and an isolated reproduction of another issue are not the same bug." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer distributed broadcast TypeError and num_input_tokens_seen not updating are different Trainer issues." + "reason": "NoneType GPU broadcast error and TrainerState token counter not updating are different trainer issues." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Legacy-field Beit loading and Bamba torch.compile failure are unrelated." + "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to compiled chunked-generation output differences." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Qwen3 auto device-mapping crash and compiled-forward generation inconsistency are different failure modes." + "reason": "BEiT legacy-field loading failure and Bamba torch.compile/SDPA bug are unrelated." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are distinct loading bugs." + "reason": "BEiT pretrained-load legacy-field bug does not match BitNet packed-weight loading failure." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast TypeError and Qwen2-VL multi-GPU training are different distributed-training problems." + "reason": "Trainer broadcast NoneType and Qwen2-VL multi-GPU training are separate problems." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Pretrained preset legacy-field failure and OmDet-Turbo processor image-size mismatch are unrelated." + "reason": "BEiT legacy-field load failure is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file breaking model/tokenizer loading and ScandiBERT loading failure are not clearly the same root cause." - }, - { - "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Qwen3.5 output_hidden_states behavior and save_pretrained visual-key regression are different bugs." + "reason": "gguf_file loading breakage and inability to load a specific tokenizer are different loading paths." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key error and AutoImageProcessor-from-URL failure are unrelated loading paths." + "reason": "MobileLLM key error and AutoImageProcessor-from-URL failure do not share a root cause." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "mdeberta add_special_tokens regression and Granite token-ID regression are both tokenizer issues, but they affect different models and likely different code paths." + "reason": "Qwen3.5 output_hidden_states bug and save_pretrained visual-key regression are different regressions." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift and MoE auxiliary-loss normalization are unrelated training/math bugs." + "reason": "Embedding dtype drift in eval is unrelated to MoE auxiliary-loss normalization." } ] }, @@ -6586,7 +6572,6 @@ "issue:43575", "issue:43606", "issue:43646", - "issue:43653", "issue:43720", "issue:43756", "issue:43824", @@ -6596,9 +6581,9 @@ "issue:44291", "issue:44361", "issue:44423", - "issue:44464", "issue:44466", "issue:44488", + "issue:44568", "issue:44589", "issue:44625", "issue:44734", @@ -6613,14 +6598,16 @@ "issue:45520", "issue:45584", "issue:45759", + "issue:45812", "issue:45823" ], "soft_pairs": [ + "issue:44568|issue:45812", "issue:33666|issue:36010", "issue:43493|issue:43825", "issue:43756|issue:44913", - "issue:43525|issue:43572", "issue:43262|issue:43295", + "issue:43525|issue:43572", "issue:43606|issue:43927", "issue:43720|issue:43927", "issue:28218|issue:33357", @@ -6630,9 +6617,9 @@ "issue:43493|issue:43844", "issue:43278|issue:43844", "issue:44964|issue:45405", - "issue:43257|issue:43299", "issue:43540|issue:44977", "issue:43334|issue:43572", + "issue:43257|issue:43299", "issue:44625|issue:45584", "issue:43756|issue:45083", "issue:44488|issue:44843", @@ -6648,200 +6635,204 @@ "issue:43504|issue:43606", "issue:43927|issue:44361", "issue:44423|issue:44734", - "issue:43504|issue:43653", - "issue:43575|issue:45405", - "issue:44464|issue:45584" + "issue:43575|issue:45405" ], - "prepared_review_unit_hash": "334b23f93dd7b88137012584043e306855164710e16c442ebf0a5855ee00a55e", + "prepared_review_unit_hash": "86ecab0b66435cdf7d506536e5d6d71b450ad5878b109ea8e962f216352e12e6", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38469, - "estimated_input_tokens": 9618, - "estimated_eval_tokens": 19492 + "soft_pair_count": 34, + "serialized_chars": 38208, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: tokenizer spacing, macOS CLIP crashes, Qwen multimodal/config regressions, trainer API breakage, offline hub behavior, and several unrelated model-loading bugs. None of the soft pairs look like the same underlying defect, so there is no clear canonical duplicate center here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous and does not contain any clear duplicate pair; most items are unrelated model- or subsystem-specific regressions. I would use the broad tokenizer regression in issue 45812 as the nearest representative only because it is actionable and high-impact, not because the cluster is a true duplicate set.", + "confidence": 0.91, + "canonical_issue_reason": "No strong canonical duplicate exists; if one must be chosen, issue 45812 is the best representative because it describes a broad, user-visible tokenizer regression with clear impact.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45812 is the most suitable cluster representative because it is a concrete behavioral regression and more general than the other narrowly scoped reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes: missing BOS/EOS vs wrong token IDs." + }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Different failures: Qwen2-VL multi-GPU training vs a GenerationMixin import regression." + "reason": "Qwen2-VL multi-GPU training is unrelated to the GenerationMixin import error." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline translation-task error message." + "reason": "SigLIP2 implementation mismatch and pipeline translation-task messaging are different bugs in different paths." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Different config bugs: dropped RoPE layers vs rotary_pct not persisting on reload." + "reason": "Both mention rotary behavior, but one is a Smollm3 RoPE-layer bug and the other is GPTNeoX config reload persistence." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Both mention missing token fields, but they affect different models and different config attributes." + "reason": "Audio chat-template sample-rate handling is unrelated to the processor.tokenizer regression in multimodal custom code." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Audio sampling-rate defaulting and processor.tokenizer regression are different code paths." + "reason": "Both involve missing pad-token fields, but they are separate model configs and likely separate regressions." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs." + "reason": "CPU offload device mismatch and DiaConfig token-ID persistence are different code paths." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different bug from save/load token ID loss." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to config save/load token ID loss." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer added-space behavior is unrelated to the MacOS bus error on CLIP." + "reason": "Tokenizer spacing bug and MacOS CLIP bus error are not the same underlying issue." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL training issue and Trainer compute_loss signature regression are unrelated." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to a custom trainer signature change." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Docs example/model mismatch and JAX-vs-HF implementation discrepancy are not the same defect." + "reason": "Documentation example errors are not the same as the SigLIP2 HF-vs-JAX implementation discrepancy." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Accelerate unpacking bug does not match MLukeTokenizer task-time AttributeError." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated failures." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 parity issue is unrelated to ZeRO-3 gradient growth." + "reason": "SigLIP2 parity mismatch and ZeRO-3 gradient growth are different problems." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift and abnormal gradient increase are distinct training issues." + "reason": "Training/eval dtype drift is unrelated to the ZeRO-3 gradient anomaly." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model load failure for Phi-4 multimodal is unrelated to an unreleased PEFT version bump." - }, - { - "left": "issue:43257", - "right": "issue:43299", - "accept": false, - "reason": "Both involve Qwen3 MoE, but one is accelerate/deepspeed weight conversion and the other is a v5 loading regression." + "reason": "A model-loading regression and a dependency version bump are not the same bug." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input processing failure and flash-attention generation issues are different bugs." + "reason": "Qwen3OmniMoe video-input processing and Qwen3.5 flash-attention generation are different issues." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL is unrelated to StableLmConfig's pad_token_idx field." + "reason": "Qwen3-VL pad-token config loss and StableLmConfig pad_token_idx loss are separate model-specific regressions." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Weight conversion during accelerate/deepspeed loading and Qwen3VL MoE loading failure are not the same code-path problem." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "num_labels propagation and Whisper empty-transcription generation failure are unrelated." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "RoPE-layer count bug is unrelated to the feature-extract output length helper." + "reason": "Smollm3 RoPE layer handling and a Qwen3 Omni feature-length helper bug are different model internals." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Specific model load failure is unrelated to the offline-mode model_info() call." + "reason": "Model loading failure for cjvt/sleng-bert and offline model_info patch behavior are distinct issues." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen multimodal config handling, but one is missing pad_token_id and the other is from_config text_config unwrapping." + "reason": "Missing pad_token_id on Qwen3-VL and unwrapping text_config for AutoModelForCausalLM are different multimodal config bugs." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Training-time mm_token_type_ids defaulting is unrelated to multi-GPU inference OOM." + "reason": "Defaulting mm_token_type_ids to zeros and Gemma4 multi-GPU OOM are unrelated." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage is unrelated to inconsistent lm_head serialization." + "reason": "Custom model initialization regression and lm_head.weight serialization inconsistency are separate problems." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Missing Qwen2_5_VL export and missing Float8 storage type are different import/runtime failures." + "reason": "Importing Qwen2_5_VLForConditionalGeneration and Float8 storage lookup failures are unrelated." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the flash_attn KeyError on Python 3.13." + "reason": "Float8 storage handling and flash_attn import_utils KeyError are different errors." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "A broken documentation example does not match the processor.tokenizer regression." + "reason": "A SigLIP2 docs example issue is not the same as the processor.tokenizer regression." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is inference OOM and the other is a forward device-mismatch bug." + "reason": "Both are Gemma4-related, but one is OOM and the other is a device mismatch in PLE forward pass." }, { "left": "issue:33357", @@ -6853,37 +6844,31 @@ "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx on one config is not the same as an unexpected _is_hf_initialized argument." + "reason": "Missing pad_token_idx and unexpected _is_hf_initialized in init_empty_weights are different compatibility issues." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field loading bug for BEiT is unrelated to CPU offload device mismatch in bark-small." + "reason": "Legacy-field model load failure and CPU offload device mismatch are unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig token-ID persistence issue and MLukeTokenizer task AttributeError are different failure modes." + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task AttributeError are different bugs." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Legacy-field loading bug and BigBird special-token registration bug are unrelated." + "reason": "Both are serve regressions, but one is a multimodal '.to' crash and the other is KV-cache continuation indexing." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM and an unreleased dependency version bump are unrelated." - }, - { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Chunked-generation inconsistency with compiled forward is unrelated to Whisper empty transcription handling." + "reason": "A tensor-parallel OOM and an unreleased dependency version bump are not the same issue." } ] }, @@ -6918,11 +6903,12 @@ "issue:43278", "issue:43295", "issue:43493", + "issue:43504", "issue:43540", "issue:43582", "issue:43606", + "issue:43653", "issue:43701", - "issue:43824", "issue:43844", "issue:43873", "issue:43957", @@ -6938,7 +6924,6 @@ "issue:44610", "issue:44792", "issue:44849", - "issue:44898", "issue:44964", "issue:44977", "issue:45072", @@ -6949,14 +6934,15 @@ "issue:45290", "issue:45356", "issue:45405", - "issue:45412", "issue:45446", "issue:45520", - "issue:45563", + "issue:45584", "issue:45701", "issue:45823" ], "soft_pairs": [ + "issue:43504|issue:43653", + "issue:44464|issue:45584", "issue:43994|issue:44493", "issue:43278|issue:43701", "issue:43606|issue:44112", @@ -6966,11 +6952,11 @@ "issue:28218|issue:34567", "issue:45084|issue:45520", "issue:43844|issue:44964", - "issue:44554|issue:45446", "issue:15354|issue:38175", - "issue:44568|issue:45701", + "issue:44554|issue:45446", "issue:43232|issue:44849", "issue:43582|issue:44977", + "issue:44568|issue:45701", "issue:43540|issue:45200", "issue:37428|issue:43957", "issue:45072|issue:45198", @@ -6978,203 +6964,194 @@ "issue:44315|issue:44849", "issue:44554|issue:45356", "issue:43493|issue:43701", - "issue:43295|issue:44610", "issue:43873|issue:44464", - "issue:44466|issue:45127", - "issue:44898|issue:45412", - "issue:37428|issue:43824", - "issue:44792|issue:45563" + "issue:43295|issue:44610", + "issue:44466|issue:45127" ], - "prepared_review_unit_hash": "7fbc77ed20837ceb71daffb390f02d73c78301a47b766e226849d0b5505b7067", + "prepared_review_unit_hash": "fbcffc2941192bd80d7ea3f8d8b620c50d5b129583411064c4ca3e6b9e85e14f", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35875, - "estimated_input_tokens": 8969, - "estimated_eval_tokens": 18194 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35018, + "estimated_input_tokens": 8755, + "estimated_eval_tokens": 17766 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-paired items share only broad subsystem overlap, not the same underlying bug or change. I would not merge any of the proposed soft edges; there is no clear canonical issue/PR here.", + "summary": "This set is not a duplicate cluster: the issues span many unrelated bugs across tokenization, model loading, generation, multimodal processing, device/dtype handling, and CI. The soft-similarity links are mostly broad subsystem overlap rather than the same concrete defect.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue for dedupe: the items do not share one underlying bug, so selecting a representative would conflate unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue for dedupe: none of these issues is a true umbrella for the others, and any choice would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: BEiT pretrained loading with a legacy field vs BigBird tokenizer special-token registration/decode output." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation, but the defects are different: compiled chunked generation inconsistency vs Whisper empty-transcription failure after special-token alignment." + }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Both mention model quality/position IDs, but one is a SigLIP2 inference discrepancy and the other is a generic unexpected-key issue; different failures." + "reason": "Unrelated symptoms: SigLIP2 wrong outputs in AutoModel/pipeline vs many models getting an unexpected position-id key." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to a resume_from_checkpoint key mismatch." + "reason": "Different subsystems: trainer token-count dtype/state update vs resume-from-checkpoint key mismatch." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both are device-related, but one is a CPU offload mismatch in bark-small and the other is a stale CI test in GraniteSpeech; not the same bug." + "reason": "Both are device-related, but one is a CPU offload mismatch for Bark while the other is a stale GraniteSpeech CI test failure." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A Janus image-generation test failure is unrelated to a PEFT version pin issue." + "reason": "Completely unrelated: janus image-generation test failure vs a PEFT version pin being unreleased." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention test failures and MLFlow not reporting failed jobs are separate problems." + "reason": "No shared defect: Flash Attention 2 test failures vs MLflow not reporting failed jobs." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is assistant mask generation for multimodal inputs and the other is a crash on tool-call messages; different code paths." + "reason": "Same chat-template area, but not the same bug: all-zero assistant masks for multimodal inputs vs a crash on tool-call assistant messages with no content." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count updates." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "A non-template-node compile error is unrelated to a Python 3.13 flash_attn import KeyError." + "reason": "Different issues: a template-node compilation TypeError vs a flash_attn import KeyError on Python 3.13." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and loading Phi-4 multimodal are unrelated failures." - }, - { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "An MPS attention correctness bug is unrelated to a PyTorch version guard for AuxRequest import." + "reason": "Distinct problems: DeepSpeed ZeRO-3 gradient blow-up vs model loading breakage in latest transformers." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript export failing on GeneratorExp is unrelated to SigLIP2 zero probabilities." + "reason": "Different defects: torch.jit.script GeneratorExp export failure vs SigLIP2 producing zero probabilities." }, { - "left": "issue:44568", - "right": "issue:45701", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "A specific add_special_tokens regression for mdeberta-v3 is not the same as broad version-dependent tokenization changes." + "reason": "Both touch attention, but one is an MPS correctness bug and the other is a PyTorch version check/import bug." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation state updates after sync_gpus and Qwen3.5 hidden-state output bugs are different issues." + "reason": "Generation-state update after sync_gpus is unrelated to a Qwen3.5 output_hidden_states bug." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation bugs are unrelated." + "reason": "Different code paths: Apple Silicon allocator warmup TypeError vs Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization, but 44568 is a specific BOS/EOS addition regression while 45701 is a broad version-dependent tokenization change report." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma 4 text-only mm_token_type_ids behavior are different model-specific bugs." + "reason": "Both are multimodal, but one is a video-processing ValueError and the other is missing/default mm_token_type_ids for text-only fine-tuning." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Importing a flash-attention helper and meta-device model loading failures are unrelated." + "reason": "Different failure modes: flash_attention utility import error vs meta-device model loading breakage." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bf16 dtype mismatches in CI and Wav2Vec2 save/tokenization failures are not the same underlying bug." + "reason": "Unrelated: dtype mismatches in bfloat16 inference vs Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma 4 issues, but one is missing mm_token_type_ids and the other is a device-map forward mismatch; separate defects." + "reason": "Same Gemma 4 family, but different bugs: missing mm_token_type_ids default vs device mismatch with device_map='auto'." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel initialization and Qwen3.5 hidden-state output are unrelated." + "reason": "No overlap in underlying bug: Liger Kernel not applied via model_init vs Qwen3.5 hidden-states behavior." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression do not share a concrete fix." + "reason": "Attention correctness on MPS is unrelated to Kimi-K2.5 tokenizer codec handling/regression warning behavior." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint key mismatch are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:44610", - "accept": false, - "reason": "A processor.tokenizer regression with images and OmDet input-size mismatch are different processor bugs." + "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint resume key mismatches." }, { "left": "issue:43873", "right": "issue:44464", "accept": false, - "reason": "Quantization offloading and compiled-forward chunked generation are separate areas and failures." - }, - { - "left": "issue:44466", - "right": "issue:45127", - "accept": false, - "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocab are different failure modes." - }, - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + "reason": "Different issues: quantization/offloading behavior vs compiled-forward chunked generation inconsistency." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "These are both import errors, but for different symbols and root causes." + "reason": "Both involve processor/model interfaces, but one is a tokenizer/images regression and the other is an input-size mismatch for OmDet-Turbo." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "A Janus image-generation test failure is unrelated to a stale paged-generate warning." + "reason": "Different bugs: device-dependent lm_head.weight serialization vs LoRA merge collapse with extended vocab and tied embeddings." } ] }, @@ -7208,7 +7185,6 @@ "issue:43295", "issue:43334", "issue:43388", - "issue:43425", "issue:43450", "issue:43493", "issue:43525", @@ -7218,7 +7194,6 @@ "issue:43653", "issue:43819", "issue:43824", - "issue:43825", "issue:43827", "issue:43844", "issue:43856", @@ -7234,7 +7209,9 @@ "issue:44521", "issue:44561", "issue:44610", + "issue:44792", "issue:44857", + "issue:44898", "issue:44936", "issue:44987", "issue:45083", @@ -7244,14 +7221,18 @@ "issue:45245", "issue:45325", "issue:45412", + "issue:45563", "issue:45584" ], "soft_pairs": [ + "issue:44898|issue:45412", + "issue:37428|issue:43824", "issue:43572|issue:44987", + "issue:44792|issue:45563", "issue:43572|issue:43957", "issue:45200|issue:45325", - "issue:43844|issue:44936", "issue:43334|issue:43525", + "issue:43844|issue:44936", "issue:43295|issue:43450", "issue:43824|issue:43975", "issue:43295|issue:43873", @@ -7259,8 +7240,8 @@ "issue:42915|issue:43824", "issue:38175|issue:45412", "issue:28218|issue:35141", - "issue:44442|issue:45198", "issue:38175|issue:43493", + "issue:44442|issue:45198", "issue:43278|issue:43856", "issue:44514|issue:44521", "issue:43827|issue:43901", @@ -7270,209 +7251,219 @@ "issue:44206|issue:45584", "issue:45127|issue:45245", "issue:44360|issue:44561", - "issue:43819|issue:45083", "issue:43262|issue:43450", + "issue:43819|issue:45083", "issue:43819|issue:44112", - "issue:44610|issue:44857", - "issue:37428|issue:43425", - "issue:43278|issue:43825" + "issue:44610|issue:44857" ], - "prepared_review_unit_hash": "8b4c43b820dfba5c3b2063f9962cf47db7833da13c13e559afff6a75c3eea607", + "prepared_review_unit_hash": "beb5a656a9268e294867a39076fcf3eccf996f7b71097431ecaa18a6c1bf98cc", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35942, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose topical bucket, not a duplicate set: the issues span unrelated tokenizer, model-loading, processor, training, and documentation regressions. None of the soft edges look like the same underlying bug/change.", - "confidence": 0.78, - "canonical_issue_reason": "No true canonical duplicate exists here; the items are heterogeneous and do not center on one underlying bug.", + "summary": "This set is a heterogeneous similarity cluster with no true duplicate pairs; the apparent matches are mostly broad topical similarities (tokenizer/config, multimodal processors, docs, training, or import issues) rather than the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the strongest representative by discussion/inbound references and has a concrete, reproducible import regression, but it is still not a hub for the rest of the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs: Perceiver image-resolution failure vs RT-DETR memory not released on deletion." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import problems, but for different symbols and code paths; not the same missing export." + }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Different regressions: StableLmConfig pad_token_idx vs loading physical-intelligence/fast under transformers>=5.1.0." + "reason": "StableLm pad token config bug vs a model loading failure for a different repository." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated regressions: Janus test failure vs stale warning in paged generate()." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Both involve loading, but one is a StableLmConfig field regression and the other is a meta-device model-loading breakage; not the same bug." + "reason": "Both involve loading/config issues, but the symptoms and affected model families differ." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Different subsystems: Gemma 4 multimodal token-type defaults vs Qwen2.5-VL rope position scaling." + "reason": "Gemma 4 text-only fine-tuning mask IDs vs Qwen2.5-VL rope-index scaling bug are different code paths." }, { - "left": "issue:43844", - "right": "issue:44936", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Different code paths: ZeRO-3 gradient growth during training vs trainer.evaluate() failing after train()." + "reason": "Same symptom class, but different model configs; no evidence of one shared fix." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:43844", + "right": "issue:44936", "accept": false, - "reason": "Same symptom class (`pad_token_id` missing) but on different model configs and likely different fixes; not clearly the same defect." + "reason": "DeepSpeed gradient instability is unrelated to trainer.evaluate() failing after training." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Different processor regressions: processor.tokenizer/image passing vs batched video input shape handling." + "reason": "Different processor regressions: processor.tokenizer/image handling vs batched video shape output." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Unrelated failures: import error for Qwen2_5_VL class vs DeepSeek detokenization issue." + "reason": "Qwen2.5-VL import error and DeepSeek detokenization are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Different problems: processor API regression vs offloading behavior with quantization." + "reason": "Processor.tokenizer regression vs quantization/offloading behavior; different failures." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both touch label handling, but one is gather_for_metrics tuple truncation and the other is BeitImageProcessorFast reduce_labels; not the same bug." + "reason": "Both are label-handling bugs, but in different utilities and with different failure modes." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Different failures: Qwen3MoE FP8 config support vs a missing Qwen2.5-VL import." + "reason": "Qwen3 MoE FP8 config failure is unrelated to missing Qwen2_5_VL import export." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Different models and symptoms: SigLIP2 zero probabilities vs RT-DETR memory not being released." + "reason": "SigLIP2 zero-probabilities bug vs RT-DETR memory leak are unrelated." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize with untied embeddings." + "reason": "Tokenizer spacing bug vs embedding reinitialization after resize are different underlying issues." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Both are speech tokenization-related, but FastSpeech2ConformerTokenizer load failure and Wav2Vec2 save/tokenization failure are distinct." + "reason": "Same model family, but zero probabilities and HF-vs-JAX discrepancy are not clearly the same bug." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Same model family, but zero probabilities and HF-vs-JAX discrepancy are not enough to treat as the same concrete bug." + "reason": "Different tokenizer/model failures: AutoTokenizer loading vs Wav2Vec2 save/tokenization breakage." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Different issues: dtype drift in evaluation vs memory inefficiency in Qwen3 MoE training." + "reason": "Embedding dtype mismatch during evaluate is unrelated to Qwen3 MoE memory usage." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input while the other returns all-zero assistant masks; too little evidence they are the same bug." + "reason": "Both touch apply_chat_template in Qwen2.5-VL, but one is a padding crash and the other is empty assistant masks." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they target different pipeline deprecations and different APIs." + "reason": "Both are docs issues, but they reference different deprecated APIs and pages." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Completely different areas: BigBirdTokenizer special-token registration vs a GraniteSpeech CI device-override test." + "reason": "Tokenizer special-token bug vs GraniteSpeech CI test staleness are unrelated." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor shape bug vs Qwen2-57B-A14B-Instruct tensor-parallel OOM; unrelated." + "reason": "Video processor batch-shape bug vs Qwen2 load OOM are unrelated." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Different model families and failure modes: batched video shapes vs SigLIP2 implementation discrepancy." + "reason": "Different vision issues: batched video shape vs SigLIP2 implementation discrepancy." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different audio bugs: unsupported center arg in LasrFeatureExtractor vs Whisper empty-transcription failure after align_special_tokens." + "reason": "Audio feature-extractor crash and Whisper empty-transcription regression are different bugs." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/extended-vocab collapse with tied embeddings is unrelated to the 2^24 category-count runtime error." + "reason": "LoRA/extended-vocab collapse and category-count limit are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "DSA indexer design issue vs removed helper breaking trust_remote_code are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs video batched-shape bug are unrelated." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different qwen3_omni_moe issues: DAC from_latents/STE mismatch vs helper length computation behavior." + "reason": "DAC latent mismatch and qwen3_omni_moe length helper behavior are different code paths." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Completely different bug domains: DAC latent reconstruction vs GraniteSpeech CI device override." + "reason": "DAC reconstruction bug vs GraniteSpeech CI test failure are unrelated." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different vision bugs: OmDet-Turbo input-size mismatch vs LwDetrImageLoss AMP/CUDA crash." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Both are version-compatibility problems, but one is a specific flash-attention import error and the other is broad Torch 2.10 incompatibility." - }, - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "Different topics: embedding dtype drift vs pipeline error-message/deprecation messaging." + "reason": "OmDet processor size mismatch and LwDetr AMP crash are different vision bugs." } ] }, @@ -7504,8 +7495,9 @@ "issue:37428", "issue:38175", "issue:39692", - "issue:40444", + "issue:43278", "issue:43335", + "issue:43425", "issue:43504", "issue:43526", "issue:43550", @@ -7513,8 +7505,8 @@ "issue:43611", "issue:43653", "issue:43720", - "issue:43723", "issue:43819", + "issue:43825", "issue:43931", "issue:44112", "issue:44206", @@ -7523,7 +7515,6 @@ "issue:44448", "issue:44462", "issue:44493", - "issue:44554", "issue:44561", "issue:44743", "issue:44779", @@ -7545,6 +7536,8 @@ "issue:45859" ], "soft_pairs": [ + "issue:37428|issue:43425", + "issue:43278|issue:43825", "issue:43335|issue:43550", "issue:43606|issue:45083", "issue:44857|issue:45593", @@ -7559,8 +7552,8 @@ "issue:44462|issue:44561", "issue:44561|issue:44779", "issue:43335|issue:43653", - "issue:45310|issue:45478", "issue:43819|issue:44493", + "issue:45310|issue:45478", "issue:45588|issue:45859", "issue:29127|issue:32090", "issue:43550|issue:44112", @@ -7575,263 +7568,247 @@ "issue:43335|issue:45593", "issue:43720|issue:44112", "issue:44977|issue:45229", - "issue:40444|issue:43526", - "issue:43723|issue:44554", "issue:34689|issue:35141", - "issue:44448|issue:44977", - "issue:43606|issue:44857", - "issue:44857|issue:45072" + "issue:44448|issue:44977" ], - "prepared_review_unit_hash": "4e31c80f2c76bfd4a46832a966e6dcbd74fd97123bb0f635c1c1cd530d5d2f7a", + "prepared_review_unit_hash": "7e1fd1c2e78f343c388bca4d2a9f8690ab60e60bf9174c9b91048401266314df", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 36, - "serialized_chars": 38003, - "estimated_input_tokens": 9501, - "estimated_eval_tokens": 19258 + "soft_pair_count": 34, + "serialized_chars": 37356, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports; the only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression. Most other soft links are just broad subsystem similarity, not the same underlying defect.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45310 is the earliest and clearest report of the Qwen3.5 MoE `from_pretrained` regression; issue:45478 describes the same failure with nearly identical wording and version scope.", + "summary": "The cluster is mostly heterogeneous: nearly all soft edges are false positives across different models/code paths. The only clear duplicate is the Qwen3.5 MoE from_pretrained regression (issue:45310 and issue:45478), which should be merged as one.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the better canonical for the only true duplicate pair: it reports the same Qwen3.5 MoE from_pretrained regression as issue:45478 and is the earlier report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best issue representative here because it is the only strong duplicate target and contains the most useful original report details.", + "best_issue_reason": "No single issue represents the whole set well because the cluster is mixed; if a representative is needed, issue:45310 is the strongest candidate since it is the only accepted duplicate pair's canonical node.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:43550", - "accept": false, - "reason": "Different models and failure modes: SwitchTransformers sparse-layer construction vs Bamba torch.compile/SDPA behavior." + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both are load/runtime failures, but one is a flash-attention import issue and the other is torch 2.10 incompatibility; different root causes." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in eval vs a pipeline error-message regression; unrelated bugs." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer construction bug vs Bamba torch.compile/SDPA failure; different models and code paths." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Device offload mismatch in Bark vs a Qwen3 Omni feature-length helper bug; not the same code path." + "reason": "CPU offload device mismatch in bark-small vs a qwen3_omni_moe helper-length bug; not the same issue." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA crash in a loss module vs missing auxiliary losses when denoising is disabled; distinct issues." + "reason": "AMP crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE; different functionality." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus output drift across versions vs Qwen3 recurrent-state reset logic; unrelated regressions." + "reason": "Pegasus output regression vs qwen modular recurrent-state reset; different code paths." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different root causes." + "reason": "Different import failures: missing flash-attention helper vs missing HybridCache export." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 text-only fine-tuning defaults vs flash-attention sink-less crash; not the same bug." + "reason": "Gemma4 token-type-id defaulting vs flash_attention.py crashing on s_aux=None; not the same bug." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call handling vs Qwen2.5-VL video position IDs; different behaviors." + "reason": "Chat-template tool-call crash vs qwen2.5-vl video position-id bug; distinct features." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures vs a Trainer `_gpu_broadcast_one` NoneType error; different failure surfaces." + "reason": "Flash Attention 2 test failure vs Trainer/_gpu_broadcast_one NoneType error; unrelated." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Model loading breaks for base_model_prefix vs a Qwen3-VL weight-shape mismatch; distinct loading problems." + "reason": "base_model_prefix loading regression vs Qwen3-VL weight-shape mismatch; different failure modes." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs/quantization example issues vs BeitImageProcessorFast label reduction bug; unrelated." + "reason": "SigLIP2 docs example problems vs BeitImageProcessorFast reduce_labels bug; unrelated." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported `center` argument in an extractor vs Gemma4 PLE device mismatch; different code paths." + "reason": "Unsupported center arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch; different components." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "AutoTokenizer ignoring `tokenizer.json` is unrelated to removal of `is_torch_fx_available` for trust_remote_code models." + "reason": "Tokenizer.json precedence bug vs removal of is_torch_fx_available breaking trust_remote_code; unrelated." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "General v5 compatibility break vs Deepseek tokenizer output regression; not the same defect." + "reason": "One is a removed helper breaking remote-code models; the other is a DeepSeek tokenizer behavior regression." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration bug; unrelated." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 MoE `from_pretrained` error with the same version trigger; 45478 is effectively a duplicate of 45310." + "reason": "SwitchTransformers sparse-layer bug vs BigBirdTokenizer special-token registration issue; different subsystems." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent reconstruction mismatch vs widespread position-id key warnings; different subsystems and symptoms." + "reason": "DAC.from_latents mismatch vs widespread position-id key warnings; not the same underlying bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0; looks like a duplicate report." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "One is a flash-attention sink-less crash, the other a CPU-offload rotary-embedding incompatibility; not mergeable as one bug." + "reason": "flash_attention.py s_aux=None crash vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility; distinct code paths." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue vs Trainer broadcast TypeError; unrelated." + "reason": "LayoutLMv3 error-message clarity issue vs Trainer broadcast NoneType error; unrelated." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs GraniteSpeech stale device override CI test; different problems." + "reason": "Bamba SDPA torch.compile failure vs stale GraniteSpeech CI test; different bugs." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error vs Python 3.13 `flash_attn` import KeyError; unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime failure vs Python 3.13 flash_attn import KeyError; different triggers." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers config bug vs BEiT pretrained loading legacy-field bug; different artifacts and root causes." + "reason": "Sparse-layer creation bug vs BEiT legacy-field loading bug; different models and mechanisms." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 IndentationError from a TorchScript decorator/comment issue vs Qwen3 Omni feature-length helper behavior; unrelated." + "reason": "Python 3.13 DebertaV2Model import parse error vs qwen3_omni_moe feature-length helper behavior; unrelated." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation/example and quantization issues for SigLIP2 vs position-id warnings across models; no shared bug." + "reason": "SigLIP2 docs/example issues vs position-id warnings across many models; not the same bug." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug and Qwen3 Omni helper bug are different code paths." + "reason": "SwitchTransformers sparse-layer misconfiguration vs qwen3_omni_moe helper output issue; different scope." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output regression vs Deepseek tokenizer regression; different components and symptoms." + "reason": "Pegasus v4/v5 output difference vs DeepSeek tokenizer regression; unrelated." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 vs position-id warnings; not the same issue." + "reason": "Zero-probability SigLIP2 issue vs unexpected position-id keys; different symptoms and code paths." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel CI; different concrete failures." + "reason": "Sparse-layer config bug vs dtype mismatch in bfloat16 inference; different root causes." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer config bug vs missing auxiliary losses in D-FINE; unrelated." + "reason": "SwitchTransformers config bug vs D-FINE auxiliary-loss omission; unrelated." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading bug vs GraniteSpeech stale device override test; not the same bug." + "reason": "BitNet packed-weight loading bug vs GraniteSpeech stale test failure; unrelated." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue vs Gemma4 multi-GPU OOM; different failure modes." - }, - { - "left": "issue:40444", - "right": "issue:43526", - "accept": false, - "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning failure vs BEiT image processor label reduction bug; unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44554", - "accept": false, - "reason": "AutoTokenizer v5 loading issue vs MPS attention correctness issue; no shared underlying change." + "reason": "Qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU OOM; different problem classes." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision model loading breakage vs token-embedding resize/post_init reinitialization; different bugs." + "reason": "Llama 3.2 Vision model-loading regression vs output-embedding reinit after resize; different issues." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus output mismatch vs Qwen3.5 flash-attention generation bug; different models and code paths." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "CPU offload device mismatch in Bark vs AMP/CUDA crash in LwDetrImageLoss; distinct failures." - }, - { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "AMP/CUDA loss crash vs bfloat16 dtype mismatch CI failure; not the same bug." + "reason": "Pegasus output regression vs Qwen3.5 flash-attention generation problem; different models and failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The only accepted duplicate pair is the identical Qwen3.5 MoE `from_pretrained` report (issue:45310 / issue:45478), and the other soft-edge rejections stay conservative given the titles and metadata shown. No mergeability concerns for PRs since none are present." + "feedback": "The summary is well grounded in the packet: it correctly identifies the cluster as mostly heterogeneous, avoids overclaiming on the false soft edges, and only elevates the one deterministic duplicate pair (issue:45310 / issue:45478). The canonical choice is conservative and supported by the titles and timestamps." }, "evaluator_used": true, "retried": false, @@ -7852,7 +7829,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ - "issue:25251", "issue:28218", "issue:29127", "issue:29942", @@ -7860,6 +7836,7 @@ "issue:33357", "issue:35141", "issue:37428", + "issue:40444", "issue:41720", "issue:43065", "issue:43066", @@ -7867,9 +7844,11 @@ "issue:43329", "issue:43381", "issue:43412", + "issue:43526", "issue:43550", - "issue:43653", + "issue:43606", "issue:43701", + "issue:43723", "issue:43873", "issue:43927", "issue:43976", @@ -7878,18 +7857,18 @@ "issue:44462", "issue:44466", "issue:44493", + "issue:44554", "issue:44568", - "issue:44743", "issue:44857", "issue:44977", "issue:44987", + "issue:45072", "issue:45083", "issue:45198", "issue:45229", "issue:45245", "issue:45372", "issue:45406", - "issue:45412", "issue:45440", "issue:45459", "issue:45491", @@ -7897,25 +7876,28 @@ "issue:45588", "issue:45698", "issue:45712", - "issue:45803", - "issue:45823" + "issue:45803" ], "soft_pairs": [ + "issue:43723|issue:44554", + "issue:40444|issue:43526", + "issue:43606|issue:44857", + "issue:44857|issue:45072", "issue:44568|issue:45491", "issue:28218|issue:32090", + "issue:45198|issue:45803", "issue:43927|issue:45698", "issue:45459|issue:45712", - "issue:45198|issue:45803", "issue:44977|issue:45563", - "issue:37428|issue:44987", "issue:43701|issue:45083", "issue:29942|issue:35141", + "issue:37428|issue:44987", "issue:43550|issue:45083", - "issue:45372|issue:45588", "issue:43873|issue:44493", + "issue:45372|issue:45588", "issue:32090|issue:33357", - "issue:43412|issue:45588", "issue:43278|issue:43329", + "issue:43412|issue:45588", "issue:43873|issue:45229", "issue:45245|issue:45563", "issue:43976|issue:45440", @@ -7926,227 +7908,223 @@ "issue:43066|issue:44462", "issue:43065|issue:43994", "issue:44857|issue:45588", - "issue:44448|issue:44466", "issue:43278|issue:43381", - "issue:43065|issue:45412", - "issue:25251|issue:32090", - "issue:45588|issue:45823", - "issue:43653|issue:44743" + "issue:44448|issue:44466" ], - "prepared_review_unit_hash": "f5c61ffcb94eb4c5588e7cda8c85d53f45abc1d0f88fbe0549994bc299276909", + "prepared_review_unit_hash": "fbeca0750cb3c621b0ad176a184ca24cda0a247b7929498a9629068fed627518", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36593, - "estimated_input_tokens": 9149, - "estimated_eval_tokens": 18554 + "serialized_chars": 37206, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 }, "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 keywords (tokenizer, generation, loading, Gemma, flash-attn) but describe different bugs, models, and code paths. No soft edge looks like a true duplicate; issue 45372 is just the least-bad representative anchor because it is the most central load-time import/dependency report in the set.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45372 is the best cluster anchor: it is open, has inbound references, and is the most central report among the soft matches around Gemma4 processor/load-time import breakage.", + "summary": "The set is broadly heterogeneous, and none of the soft pairs look like the same underlying bug or change. Most pairs only share a subsystem or symptom category, not the concrete failure mode or code path.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue cleanly represents this mixed set; the closest to a central, user-facing regression is issue 45372 because it is an explicit processor-loading break in the v5 line, but it is still not a true duplicate anchor for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45372 is the broadest representative of the cluster\u2019s recurring load/import failure theme, but it should not be treated as a duplicate of the other issues.", + "best_issue_reason": "Issue 45372 is the strongest standalone representative among these because it describes a concrete, high-impact loading failure with clear reproduction and impact, unlike many of the more niche or test-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness bug are unrelated code paths and failure modes." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multimodal batching and BeitImageProcessorFast label reduction are different components and bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to an AMP float16 crash in LwDetrImageLoss." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype-related symptoms, but one is a loss crash under AMP and the other is a torch.compile SDPA issue in a different model path." + }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Different bugs: tokenizer special-token insertion vs Gemma3 sliding-window NaNs." + "reason": "Tokenizer special-token handling and Gemma3 mixed-length sliding-window NaNs are different failures in different layers." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug and Trainer GPU broadcast NoneType error are unrelated." + "reason": "Extra whitespace after added tokens is a tokenizer formatting bug, not the Trainer/_gpu_broadcast_one NoneType error." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except swallowing errors in Fuyu tensor conversion are distinct bugs." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is custom token IDs and the other is wrong custom module loading." + "reason": "Both involve save/load behavior, but one loses custom token IDs in config while the other loads the wrong custom module; different root causes." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer exception handling vs leftover dummy classes/check_repo cleanup; different problems." - }, - { - "left": "issue:45198", - "right": "issue:45803", - "accept": false, - "reason": "Both mention tokenization/errors, but one is Wav2Vec2 save/tokenization failure and the other is a bare-except bug in Fuyu tensor conversion." + "reason": "Hidden tokenizer errors due to protobuf handling is unrelated to dummy classes leaking into dir(transformers) and repo checks." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Both are generation-related, but one is flash-attention output corruption and the other is a stale warning in paged generate()." - }, - { - "left": "issue:37428", - "right": "issue:44987", - "accept": false, - "reason": "Import error for a flash-attn helper and a model loading failure are different code paths." + "reason": "A flash-attention generation correctness issue and a stale warning for num_return_sequences are not the same defect." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and a multimodal feature-length helper bug are unrelated." + "reason": "Checkpoint resume key mismatch and a multimodal feature-length helper bug are unrelated." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to token embedding reinitialization after resize." + "reason": "Failed Flash Attention 2 tests and embedding reinitialization after resize are different bugs in different model setup paths." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and a qwen3_omni_moe helper-function bug are not the same issue." + "reason": "An import error in flash attention utilities and a model loading failure for a specific repo are not the same concrete issue." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Gemma4 import/dependency breakage and flash_attention s_aux=None handling are different failures." + "reason": "Bamba compile/SDPA failure and qwen3_omni_moe helper behavior are unrelated." }, { "left": "issue:43873", "right": "issue:44493", "accept": false, - "reason": "Quantization offloading issues and unexpected position-id keys do not share a concrete bug." + "reason": "Quantization offloading issues do not match unexpected position-id keys during model loading/serialization." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Trainer broadcast NoneType error and MacOS bus error on CLIP are unrelated runtime failures." + "reason": "Gemma4 processor import failure and a flash_attention.py crash on s_aux=None are different code paths and failure mechanisms." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Executorch export guard/support issue is not the same as sink-less flash_attention AttributeError." + "reason": "Trainer broadcast NoneType and MacOS bus error with community CLIP are not the same bug." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Training/eval dtype drift and undefined video-branch variables are separate bugs." + "reason": "Embedding dtype drift in eval and undefined video-branch symbols in multimodal token counting are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/support issues are not the same as sink-less flash-attention attribute handling." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading and Gemma4 multi-GPU OOM are different memory/performance problems." + "reason": "Quantization/offloading and multi-GPU OOM are both resource-related but clearly different problems." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count limit error and a stale generation warning are unrelated." + "reason": "Category-cardinality limits and a stale generate warning are unrelated." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility and DeepseekV3MoE parity are different issues." + "reason": "Python version compatibility and DeepSeekV3 implementation divergence are unrelated." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are multi-GPU/device-map related, but one is a cudaErrorAssert and the other is OOM; not the same bug." + "reason": "Auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different runtime failures." }, { "left": "issue:28218", "right": "issue:29127", "accept": false, - "reason": "Tokenizer spacing bug and LayoutLMv3 error-message clarity are unrelated." + "reason": "Tokenizer extra-space behavior and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both touch Gemma4 processor loading, but one is a missing dependency import and the other is a missing _tokenizer attribute in serve." + "reason": "Gemma4 processor import failure and transformers serve missing _tokenizer are different loader/serving bugs." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import failure and tokenizer protobuf error masking are different dependency paths." + "reason": "ReasoningEffort import breakage and protobuf-related tokenizer error masking are separate issues." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder-type regression and AutoTokenizer ignoring tokenizer.json are not the same concrete bug." + "reason": "Wrong tokenizer decoder type and AutoTokenizer ignoring tokenizer.json are related only at a broad tokenizer level, not the same concrete bug." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Sam3PixelDecoder layer cleanup and SigLIP2 nonsensical outputs are unrelated." + "reason": "Dummy Conv2d cleanup in Sam3PixelDecoder and SigLIP2 nonsensical outputs are unrelated." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash and flash_attention sink handling are different subsystems." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Output drift between v4/v5 and lm_head.weight serialization inconsistency are distinct regressions." + "reason": "AMP loss crash on CUDA and flash_attention s_aux=None are different failures in different modules." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype change and gradient-checkpointing-in-eval are unrelated." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Dummy convolution cleanup in Sam3PixelDecoder and RT-DETR memory release are not the same bug." + "reason": "Training/eval dtype mismatch and gradient checkpointing being disallowed in eval mode are not the same bug." }, { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nesting and Trainer GPU broadcast NoneType error are unrelated." - }, - { - "left": "issue:45588", - "right": "issue:45823", - "accept": false, - "reason": "Both mention Gemma4-ish behavior, but one is flash_attention s_aux handling and the other is device-map mismatch in PLE forward." - }, - { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "BigBird tokenizer special-token registration and Qwen3 recurrent-state reset are unrelated." + "reason": "Both concern v5 behavior differences, but one is output parity for Pegasus and the other is lm_head serialization varying by device; not the same code-path problem." } ] }, @@ -8170,6 +8148,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ + "issue:25251", "issue:29127", "issue:29942", "issue:30064", @@ -8177,18 +8156,16 @@ "issue:33290", "issue:33357", "issue:34567", - "issue:35141", "issue:36010", "issue:39692", "issue:42915", "issue:42994", + "issue:43065", "issue:43257", "issue:43278", - "issue:43334", "issue:43381", "issue:43421", "issue:43526", - "issue:43531", "issue:43653", "issue:43701", "issue:43756", @@ -8202,34 +8179,39 @@ "issue:44361", "issue:44442", "issue:44451", - "issue:44464", "issue:44479", "issue:44610", + "issue:44743", "issue:44871", "issue:44977", "issue:45103", "issue:45198", - "issue:45245", "issue:45372", "issue:45412", "issue:45440", "issue:45491", "issue:45520", + "issue:45588", "issue:45593", + "issue:45823", "issue:45834", "issue:45859" ], "soft_pairs": [ + "issue:25251|issue:32090", + "issue:43065|issue:45412", + "issue:45588|issue:45823", + "issue:43653|issue:44743", "issue:44451|issue:45520", "issue:44186|issue:45198", "issue:44206|issue:44479", "issue:43994|issue:45412", - "issue:42915|issue:42994", "issue:44361|issue:45198", "issue:44871|issue:44977", + "issue:42915|issue:42994", "issue:43421|issue:45491", - "issue:29942|issue:30064", "issue:44265|issue:45198", + "issue:29942|issue:30064", "issue:43257|issue:43278", "issue:43756|issue:45440", "issue:33357|issue:39692", @@ -8239,220 +8221,222 @@ "issue:45103|issue:45372", "issue:43824|issue:44279", "issue:45440|issue:45593", - "issue:43761|issue:45859", "issue:43381|issue:43701", "issue:43653|issue:44442", + "issue:43761|issue:45859", "issue:43526|issue:45834", "issue:29942|issue:36010", - "issue:43526|issue:44186", "issue:29127|issue:33357", - "issue:43334|issue:43531", - "issue:29127|issue:35141", - "issue:44464|issue:45491", - "issue:44977|issue:45245" + "issue:43526|issue:44186" ], - "prepared_review_unit_hash": "c7b04ea763e0b7a745840eb3b1726427fdcbcde2596985382641e57fd47a91dc", + "prepared_review_unit_hash": "3fa3d455539afcc059be98c2be452643517b3c699c504d850ea9a6cec2765819", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36696, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "serialized_chars": 36671, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous and does not contain any convincing duplicate issue or PR pairs. The soft matches mostly share broad theme words like tokenizer, generation, or model loading, but they describe different code paths and failures.", - "confidence": 0.29, - "canonical_issue_reason": "Issue 45103 is the best representative only in the sense that it is an active, concrete regression with inbound references; however, the overall set is not a true duplicate cluster and most items are unrelated.", + "summary": "No soft pairs look like the same underlying bug/change; they mostly share only a broad subsystem or vague theme, so all candidates are rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45103 is the most actionable live bug in the set. It has a clear crash report and current discussion, whereas the rest are mostly unrelated failures across different subsystems.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated failures: pipeline top_k output shape vs Trainer broadcast NoneType error." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different topics: Sam3PixelDecoder dummy Conv2d vs RT-DETR memory not released." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both mention Gemma-like models, but one is flash-attention s_aux handling and the other is device_map/forward device mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token decode bug vs Qwen recurrent-state/cache behavior; no concrete overlap." + }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Different failures: model loading/package compatibility vs a flash_attn import/key lookup issue on Python 3.13." + "reason": "Model loading regression vs flash_attn import KeyError on Python 3.13; different root causes." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated code paths." + "reason": "Different tokenizers and failure modes: LayoutLMv2 NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported feature-extractor arg and Qwen VL video regression are different bugs." + "reason": "Feature extractor center-arg crash is unrelated to Qwen video-input regression." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference quality issue and RT-DETR memory-release leak are not the same problem." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "FP8 config failure for Qwen3MoE is distinct from quantized model saving failure." + "reason": "SigLIP2 inference quality issue vs RT-DETR memory lifecycle bug." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLuke tokenizer attribute error and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization failure." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "EOS token config mismatch is unrelated to flash-attention generation problems." + "reason": "Gemma eos_token_id config inconsistency vs Qwen3.5 flash-attention generation bug; different code paths." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Runtime special-token post-processor update bug is not the same as Gemma3 NaN embeddings." + "reason": "Both are quantization-related, but one is FP8 config failure and the other is saving quantized models; not the same bug." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are different subsystems." + "reason": "Tokenizer post-processor update bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization issues." + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 tokenization/save_pretrained issues." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures vs void segmentation map processing; different subsystems and symptoms." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading and embedding dtype drift in eval are different bugs." + "reason": "Qwen3 MOE weight conversion issue is unrelated to embedding dtype changing during evaluation." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE layer mismatch and DeepseekV3MoE divergence are not the same concrete issue." + "reason": "Smollm3 RoPE-layer omission vs DeepseekV3MoE implementation divergence; not the same concrete defect." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error for CLIP and SigLIP2 docs/model mismatch are unrelated." + "reason": "CLIP MacOS bus error vs SigLIP2 docs/model-processor mismatch and quantization failure; only loosely related vision models." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are different concerns." + "reason": "LayoutLMv3 error-message clarity vs TrainerState token counter not updating; unrelated." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "NoneType broadcast error in Trainer and Adafactor OOM in deepspeed are not duplicates." + "reason": "Trainer broadcast NoneType error vs DeepSpeed Adafactor OOM; different failure classes." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and RT-DETR memory leak are different bugs." + "reason": "OmDet-Turbo processor size mismatch vs RT-DETR memory leak; no shared bug." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation crash and mistral_common ReasoningEffort import failure are unrelated." + "reason": "auto_docstring annotations crash vs mistral_common ReasoningEffort import error; unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Missing Qwen2.5-VL export and a generic dependency issue do not describe the same failure." + "reason": "Specific missing Qwen2.5-VL import vs generic dependency issue; too broad and not the same defect." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are unrelated." - }, - { - "left": "issue:43761", - "right": "issue:45859", - "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen3_5MoE CPU-offload incompatibility are different code paths." + "reason": "DeepseekV3MoE implementation divergence vs D-FINE auxiliary-loss omission; different models and behaviors." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct issues." + "reason": "Gradient checkpointing eval-mode restriction vs checkpoint key mismatch; unrelated problems." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading failure are unrelated." + "reason": "BigBird special-token decode bug vs FastSpeech2ConformerTokenizer loading failure; different tokenizers and symptoms." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression vs Qwen3_5Moe CPU-offload incompatibility; unrelated components." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR long-input indexing are different bugs." + "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 long-OCR index error; different code paths." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures and GenerationMixin import removal/rename are not the same defect." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "Label-array reduction bug and LayoutLMv2 tokenizer crash are unrelated." + "reason": "Flash Attention 2 tests vs GenerationMixin import error; not the same bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 and CLIP MacOS bus error are not duplicates." + "reason": "LayoutLMv3 error messaging issue vs CLIP MacOS bus error; unrelated." }, { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window behavior are different problems." - }, - { - "left": "issue:44464", - "right": "issue:45491", - "accept": false, - "reason": "Compiled chunked generation inconsistency and Gemma3 NaN embeddings are separate failures." - }, - { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Flash-attention generation issue and category-count runtime limit are unrelated." + "reason": "ImageProcessorFast label handling vs LayoutLMv2 tokenizer crashes; different artifacts and failure modes." } ] }, @@ -8476,6 +8460,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ + "issue:29127", "issue:33290", "issue:34567", "issue:34689", @@ -8486,21 +8471,18 @@ "issue:43232", "issue:43262", "issue:43316", - "issue:43381", + "issue:43334", "issue:43388", "issue:43441", - "issue:43493", "issue:43525", "issue:43526", - "issue:43550", + "issue:43531", "issue:43575", "issue:43611", "issue:43646", "issue:43701", "issue:43723", "issue:43761", - "issue:43827", - "issue:43873", "issue:43931", "issue:44077", "issue:44079", @@ -8508,34 +8490,39 @@ "issue:44206", "issue:44387", "issue:44442", + "issue:44464", "issue:44479", "issue:44743", "issue:44811", "issue:44857", "issue:44898", + "issue:44977", "issue:45003", "issue:45072", - "issue:45216", + "issue:45245", "issue:45290", "issue:45440", "issue:45479", "issue:45491", "issue:45588", "issue:45698", - "issue:45759", "issue:45803" ], "soft_pairs": [ + "issue:43334|issue:43531", + "issue:29127|issue:35141", + "issue:44464|issue:45491", + "issue:44977|issue:45245", "issue:42915|issue:43931", "issue:44442|issue:45072", "issue:43262|issue:44206", "issue:43526|issue:44857", "issue:43232|issue:43388", - "issue:43441|issue:45588", "issue:43575|issue:43701", + "issue:43441|issue:45588", "issue:44743|issue:44811", - "issue:43646|issue:44077", "issue:43575|issue:44387", + "issue:43646|issue:44077", "issue:45003|issue:45440", "issue:43761|issue:44079", "issue:43723|issue:45479", @@ -8549,222 +8536,204 @@ "issue:34689|issue:43611", "issue:39692|issue:45491", "issue:33290|issue:35141", - "issue:33290|issue:34689", - "issue:43381|issue:43873", - "issue:43931|issue:45216", - "issue:43493|issue:43827", - "issue:43550|issue:44743", - "issue:44077|issue:44479", - "issue:43316|issue:45759" + "issue:33290|issue:34689" ], - "prepared_review_unit_hash": "022e018c933920a7183c84fb74e7f26b1fdc320a81eb3b945070cfbb81170060", + "prepared_review_unit_hash": "363f2f0acec12602667396e675a1f6d80f392e5384d7d6888aa5515fb1935c11", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36846, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35645, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose semantic cluster, not a true duplicate set: it mixes unrelated issues across model loading, quantization/OOM, processors, generation, and docs. None of the soft-edge pairs look like the same underlying bug or change, so I would not merge any of them.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43873 is the most active/broad open item in the group (high discussion and inbound references) and is the best single representative of the cluster\u2019s dominant quantization/offloading memory theme.", + "summary": "These are mostly unrelated Transformers issues across different models/features; none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45698 is the best single representative because it is concrete, actively discussed, and has inbound references, but the overall set is heterogeneous rather than one duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the clearest cluster anchor by activity and scope, even though the surrounding items are heterogeneous and not duplicates.", + "best_issue_reason": "Issue 45698 is the strongest standalone issue: it has discussion/inbound refs and a clear reproducible loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and failure modes: missing `pad_token_id` vs `sliding_window` behavior." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated bugs: layoutlmv3 error messaging vs token-embedding resize/reinit." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different code paths: compiled chunked generation inconsistency vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue is unrelated to the category-count runtime error." + }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen loading failures, but one is an FP8 config error in Qwen3Moe and the other is a shape-mismatch loading Qwen3-VL; different bugs." + "reason": "Different problems: FP8 config failure vs Qwen3-VL weight-shape loading mismatch." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure vs bf16 inference dtype mismatch; unrelated code paths." + "reason": "Tokenizer-loading failure and dtype-mismatch inference bug are not the same issue." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both are audio-related, but one is chat-template sampling-rate behavior and the other is an unsupported feature-extractor arg regression." + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is an unsupported `center` arg crash." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Image label reduction bug vs AMP/CUDA loss crash; different layers and symptoms." + "reason": "Different subsystems: label reduction in image preprocessing vs AMP crash in LwDetrImageLoss." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs syncing and metric gathering are separate distributed bugs." + "reason": "Generation kwargs sync bug and metric-gather label truncation are separate training-time issues." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Both touch FlashAttention, but the failing assumptions differ (`s_aux` handling vs a Ministral-specific attention path)." + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are unrelated." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Tensor-parallel OOM vs checkpoint key mismatch; not the same defect." + "reason": "Both touch flash attention, but they describe different concrete crashes in different code paths." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Cache/recurrent-state reset bug vs Whisper batch_decode option handling." + "reason": "Recurrent-state caching bug is unrelated to Whisper batch_decode special-token handling." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Both involve initialization, but one is a v5 custom-model init regression and the other is a PatchTST-specific post_init policy issue." + "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization memory growth." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Both are OOMs, but one is load-time tensor-parallel memory use and the other is int4 quantization reserved-memory growth." + "reason": "General custom-model init breakage is not the same as a specific model class's optional `post_init` issue." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access vs DeepseekV3MoE implementation divergence; unrelated." + "reason": "Unsafe `sys.modules` access is unrelated to DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Missing hidden_states in a model forward vs generic ModelOutput key assignment logic." + "reason": "A missing `hidden_states` output in CLIPVisionModel is not clearly the same as the ModelOutput key-assignment bug." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer load regression vs sequence-classification zero-loss bug." + "reason": "Tokenizer loading in v5 and degenerate zero-loss sequence classification are unrelated." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer load failure vs Fuyu tensor conversion swallowing exceptions; different failures." + "reason": "AutoTokenizer load failure and bare-except swallowing errors are different bugs." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden-state output regression vs attention-kernel divergence under torch.compile." + "reason": "Hidden-states regression and attention-kernel divergence under `torch.compile` are different problems." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API discrepancies, but they concern different attributes and different model families." + "reason": "Both are config API complaints, but they concern different models and different missing fields." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Save/dequantization failure vs wrong custom-module resolution after save_pretrained." + "reason": "Save/dequantization failure is unrelated to wrong custom-module loading after save_pretrained." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression vs chat-template tool-call crash." + "reason": "Video-input regression and chat-template tool-call crash are separate user-facing failures." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Optimizer-related OOM vs trainer token counter not updating." + "reason": "Deepspeed Adafactor OOM and TrainerState token counting are unrelated." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading bug vs Perceiver resize/interpolation failure." + "reason": "Tokenizer loading and Perceiver interpolation at non-default resolution are unrelated." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are model-loading regressions, but they stem from different releases and different root causes." + "reason": "Both are model-loading regressions, but they arise from different root causes and model families." }, { "left": "issue:39692", "right": "issue:45491", "accept": false, - "reason": "SigLIP2 doc-example errors vs Gemma3 NaN embeddings; unrelated." + "reason": "Documentation example errors are unrelated to Gemma3 sliding-window NaNs." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "DeepSpeed Adafactor OOM vs output-embedding reinitialization after resize." + "reason": "Adafactor OOM in deepspeed is unrelated to embedding reinitialization on resize." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Optimizer memory issue vs model-loading regression." - }, - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Gradient-checkpointing/eval-mode bug vs quantization offloading bug." - }, - { - "left": "issue:43931", - "right": "issue:45216", - "accept": false, - "reason": "Both are Qwen save/load problems, but one is a shape-mismatch at load time and the other is incorrect checkpoint serialization." - }, - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipeline APIs." - }, - { - "left": "issue:43550", - "right": "issue:44743", - "accept": false, - "reason": "torch.compile/SDPA bug vs recurrent-state reset bug." - }, - { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "PatchTST post_init policy issue vs Qwen video-input regression." - }, - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Both are config API issues, but one is Gemma3TextConfig parity and the other is text_config unwrapping for composite Qwen multimodal configs." + "reason": "OOM during training with Adafactor and broken model loading are different issues." } ] }, @@ -8788,8 +8757,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ - "issue:16998", - "issue:22355", "issue:25251", "issue:28282", "issue:33290", @@ -8797,7 +8764,6 @@ "issue:36010", "issue:36331", "issue:41628", - "issue:41950", "issue:42175", "issue:43065", "issue:43295", @@ -8806,8 +8772,9 @@ "issue:43388", "issue:43404", "issue:43441", - "issue:43475", + "issue:43493", "issue:43540", + "issue:43550", "issue:43643", "issue:43673", "issue:43688", @@ -8815,6 +8782,7 @@ "issue:43742", "issue:43749", "issue:43825", + "issue:43827", "issue:43856", "issue:43873", "issue:43931", @@ -8822,9 +8790,9 @@ "issue:44162", "issue:44190", "issue:44442", + "issue:44479", "issue:44496", "issue:44514", - "issue:44534", "issue:44617", "issue:44743", "issue:44792", @@ -8833,10 +8801,17 @@ "issue:44877", "issue:44913", "issue:45137", + "issue:45216", "issue:45372", - "issue:45584" + "issue:45759" ], "soft_pairs": [ + "issue:43381|issue:43873", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:44077|issue:44479", + "issue:43316|issue:45759", "issue:41628|issue:45372", "issue:43720|issue:44442", "issue:43643|issue:44913", @@ -8851,196 +8826,210 @@ "issue:43316|issue:44877", "issue:42175|issue:43316", "issue:43540|issue:44514", - "issue:43673|issue:44743", "issue:25251|issue:28282", + "issue:43673|issue:44743", "issue:43065|issue:44617", - "issue:43388|issue:43688", "issue:43404|issue:43441", + "issue:43388|issue:43688", "issue:44162|issue:44792", - "issue:43295|issue:43825", - "issue:16998|issue:22355", - "issue:41950|issue:43475", - "issue:44077|issue:44534", - "issue:44871|issue:45584" + "issue:43295|issue:43825" ], - "prepared_review_unit_hash": "f68ec990a1ebf550c9a0208db810899446b1b65c0f62273d021b3370ee4e363f", + "prepared_review_unit_hash": "c7a33a310b454181bdb31f513354e13628988b28392df59b4de481bd64b4366f", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34481, - "estimated_input_tokens": 8621, - "estimated_eval_tokens": 17498 + "soft_pair_count": 27, + "serialized_chars": 35277, + "estimated_input_tokens": 8820, + "estimated_eval_tokens": 17896 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated Transformers issues spanning imports, config loading, training, generation, and multimodal pipelines. None of the soft-similarity pairs look like the same underlying bug/change, so I would not merge any of them.", + "summary": "This cluster is a grab bag of unrelated Transformers issues across loading, generation, multimodal, training, and config behavior. The soft-similarity pairs share broad keywords in a few places, but none describe the same concrete bug or change, so no duplicate merge candidate is strong enough to accept.", "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items are not one duplicate set but a grab bag of distinct bug reports, so there is no single issue that cleanly represents the cluster.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the soft pairs are topic-disparate and do not share a concrete root cause.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Both mention training/runtime behavior, but one is about gradient checkpointing in eval mode and the other about quantization offloading; different code paths and failures." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen model-loading regressions, but one is a weight-shape mismatch at load time and the other is an incorrect save_pretrained checkpoint; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs documentation still referencing removed pipelines; one is model correctness, the other is docs cleanup." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "One is a Bamba torch.compile/SDPA failure, the other is Qwen3.5 recurrent state reset with cache; unrelated model internals." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init validation and Qwen video regression are different model-family issues with no shared failing code path." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are config/API discrepancies, but for different composite-model behaviors and different objects; not one underlying defect." + }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols in different code paths and different packages." + "reason": "Both are import errors, but one is missing AutoImageProcessor export and the other is a mistral_common ReasoningEffort dependency break." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight loading in accelerate and AutoTokenizer class resolution are unrelated failure modes." + "reason": "Packed-weight loading for BitNet vs tokenizer loading for FastSpeech2Conformer are unrelated loader paths." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields with trust_remote_code is a config-loading bug; rotary_pct reverting on reload is a separate config persistence issue." + "reason": "One is missing fields when using trust_remote_code in AutoConfig, the other is GPTNeoXConfig losing rotary_pct on reload; similar theme, different bug." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different model loading problems." + "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is a specific Qwen3-VL shape mismatch; not the same fix." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantized offloading behavior and Gemma eos_token_id inconsistency are unrelated." + "reason": "Quantization offloading problems and Gemma eos_token_id inconsistency are unrelated concerns." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "An OOM with Adafactor/DeepSpeed is not the same as a Trainer callback signature change." + "reason": "DeepSpeed Adafactor OOM and CustomTrainer compute_loss signature mismatch are different training failures." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Llama 3.2 Vision model loading regression and missing GenerationMixin import are distinct issues." + "reason": "Model loading regression vs GenerationMixin import failure; different subsystems and symptoms." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "A local dataset loading problem in a training script is unrelated to an unrecognized model/config loading error." + "reason": "Local dataset loading in a training script and unrecognized model config are unrelated issues." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory usage are separate training concerns." + "reason": "Both relate loosely to efficiency, but one is checkpointing behavior and the other is MoE memory usage during training; not the same defect." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "A Python 3.13 TorchScript parsing/import error is unrelated to a DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 JIT parsing error and a DeepSpeed Zero3 deque error are completely separate failures." }, { "left": "issue:43381", "right": "issue:43742", "accept": false, - "reason": "Eval-mode gradient checkpointing and MobileLLM loading key errors do not share a code path." + "reason": "Gradient checkpointing in eval mode and a MobileLLM loading key error do not share the same code path." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API mismatch and strict config rejection for granite_speech are different config behaviors." + "reason": "Both concern config handling, but one is an API discrepancy between configs and the other is strict config rejection for granite_speech; different behavior." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Missing TensorFlow from the torch extra and Gemma3 config API inconsistency are unrelated." + "reason": "TensorFlow backend packaging vs Gemma3TextConfig API mismatch are unrelated." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "These are different multimodal bugs affecting different models and different APIs." + "reason": "Both touch multimodal/video processing, but one is a Qwen3OmniMoe video input error and the other is a batched apply_chat_template crash; different entry points." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Missing GenerationMixin cache in chunked prefill and recurrent state reset with cache are not the same bug." + "reason": "Pipeline top_k nesting bug and missing PyTorch import are unrelated issues." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Pipeline top_k nesting behavior and an AutoModel PyTorch import error are completely different issues." + "reason": "Both mention cache, but one is a missing GenerationMixin cache in v5 chunked_prefill and the other is recurrent state reset in modular_qwen3_5; different mechanisms." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as a Sam3Video OOM problem." + "reason": "Sam3PixelDecoder dummy layer discussion and Sam3Video OOM are not the same bug." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Metric gathering truncation and auxiliary-loss normalization are separate training/evaluation bugs." + "reason": "Both are Mistral-family issues, but one is tied-weight correctness and the other is FlashAttention compatibility; they would not be merged as one PR." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different code-path problems." + "reason": "Metric gathering drops tuple labels vs auxiliary loss normalization are separate training/eval bugs." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + "reason": "ESM2 model breakage and a Janus image-generation test failure are unrelated." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression with images is not the same as an incorrect translation-task error message." - }, - { - "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." + "reason": "Processor/tokenizer regression and pipeline translation-message regression are different v5 issues with different fixes." }, { - "left": "issue:41950", - "right": "issue:43475", - "accept": false, - "reason": "Video-classification pipeline processor lookup and a missing Sam3VisionEncoderOutput attribute are different bugs." - }, - { - "left": "issue:44077", - "right": "issue:44534", - "accept": false, - "reason": "An optional post_init policy issue in patchtsmixer is unrelated to non-persistent buffer initialization junk in v5." - }, - { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43550", + "right": "issue:44514", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch and Whisper empty-transcription generation failure are separate model-specific bugs." + "reason": "A torch.compile+SDPA model failure is not the same as a batched processor chat-template crash, despite both involving Qwen-family models." } ] }, @@ -9064,13 +9053,17 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ + "issue:16998", + "issue:22355", "issue:32090", "issue:35141", - "issue:41720", + "issue:41950", "issue:42617", "issue:43065", "issue:43295", "issue:43452", + "issue:43475", + "issue:43504", "issue:43550", "issue:43575", "issue:43606", @@ -9084,7 +9077,7 @@ "issue:43931", "issue:43994", "issue:44060", - "issue:44190", + "issue:44077", "issue:44242", "issue:44464", "issue:44479", @@ -9098,37 +9091,37 @@ "issue:44871", "issue:44913", "issue:44933", - "issue:44936", - "issue:44964", "issue:44977", "issue:45127", "issue:45200", - "issue:45245", "issue:45290", "issue:45362", "issue:45381", "issue:45406", "issue:45563", "issue:45584", - "issue:45600", "issue:45698" ], "soft_pairs": [ + "issue:16998|issue:22355", + "issue:41950|issue:43475", + "issue:44077|issue:44534", + "issue:44871|issue:45584", "issue:45127|issue:45200", "issue:43550|issue:43701", "issue:43761|issue:44479", "issue:43606|issue:43701", "issue:43295|issue:44871", "issue:43575|issue:43742", - "issue:43452|issue:44496", "issue:42617|issue:43575", + "issue:43452|issue:44496", "issue:43646|issue:44913", "issue:44734|issue:45406", - "issue:44936|issue:45698", + "issue:43504|issue:45698", "issue:44617|issue:45584", "issue:43575|issue:43873", - "issue:43931|issue:44060", "issue:43761|issue:44242", + "issue:43931|issue:44060", "issue:32090|issue:35141", "issue:45563|issue:45584", "issue:44464|issue:44871", @@ -9137,222 +9130,225 @@ "issue:43065|issue:44610", "issue:43827|issue:43994", "issue:44534|issue:44913", - "issue:44933|issue:45362", "issue:44521|issue:45381", + "issue:44933|issue:45362", "issue:44464|issue:45563", - "issue:43906|issue:45290", - "issue:44190|issue:44964", - "issue:41720|issue:45245", - "issue:44792|issue:45600" + "issue:43906|issue:45290" ], - "prepared_review_unit_hash": "0259bd48fde54fbc929c5a50a7c3daaf08aba7c68348383c3b822eb1ea9b963f", + "prepared_review_unit_hash": "e4b6a3c9bf97fe1d454232ee40ba6d1798ead916ac602810a4e80054e923047d", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36550, - "estimated_input_tokens": 9138, - "estimated_eval_tokens": 18532 + "soft_pair_count": 31, + "serialized_chars": 36838, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and the soft pairs are all false positives; I found no convincing duplicate issue/PR matches across the proposed pairs.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits: the items span unrelated problems in training, loading, multimodal processing, serving, and docs.", + "summary": "This is a heterogeneous set of unrelated issues; there is no meaningful duplicate cluster or shared underlying bug/change. No PRs are present.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits: the items span unrelated loading, generation, config, vision, trainer, and docs problems.", "canonical_pr_reason": null, - "best_issue_reason": "No artifact is a strong global representative; issue 43873 is the broadest on activity, but it still does not align with the rest of the cluster.", + "best_issue_reason": "No issue is a good global representative for the cluster because the artifacts do not describe one common defect.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Unrelated: model_max_length question for DeBERTa-V3 vs missing transformers.onnx module." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different bugs: video-classification processor lookup vs SAM3 vision encoder missing attribute." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related, but one is a PatchTSMixer post_init change and the other is non-persistent buffer initialization." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Distinct symptoms and code paths: Gemma eos_token_id mismatch vs Whisper empty-transcription generation failure." + }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different bugs: LoRA/vocab merge collapse vs Gemma 4 mm_token_type_ids defaulting." + "reason": "Different model behaviors: LoRA merge/tied embeddings collapse vs Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Unrelated failure modes: torch.compile+SDPA crash vs resume checkpoint key mismatch." + "reason": "Unrelated: torch.compile SDPA OOM on Bamba vs resume_from_checkpoint key mismatch." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Different models and code paths: CLIP vision hidden states vs Qwen video regression." + "reason": "Both are regressions, but they affect different models and failures: hidden_states=None vs video input regression." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + "reason": "Device mismatch during CPU offload is unrelated to checkpoint key mismatch." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer API regression is unrelated to eos_token_id config mismatch." + "reason": "Processor/tokenizer API regression is not the same bug as the Gemma eos_token_id configuration mismatch." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during tensor-parallel load is not the same as a MobileLLM key error." + "reason": "Different loading failures: tensor-parallel OOM for Qwen2-57B vs key error loading MobileLLM-125M." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "GGUF loading breakage is different from missing model_type config handling." + "reason": "3d_parallel.py execution failure is unrelated to Qwen2 model loading OOM." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "3d_parallel startup failure is unrelated to Qwen2 large-model OOM." + "reason": "Both involve model loading, but gguf_file breakage and missing model_type are separate root causes." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model init regression is unrelated to GPTNeoX config reload behavior." + "reason": "Custom model initialization breakage is different from GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation crash is unrelated to missing _tokenizer on Gemma4Processor." + "reason": "Serve KV-cache indexing crash is unrelated to Gemma4Processor missing _tokenizer." }, { - "left": "issue:44936", + "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Trainer evaluate/train lifecycle bug is unrelated to wrong custom module loading." + "reason": "Legacy field handling in Beit loading is not the same issue as wrong custom module resolution after save/load." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video OOM is unrelated to Whisper empty-transcription handling." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty transcription handling." }, { "left": "issue:43575", "right": "issue:43873", "accept": false, - "reason": "Large-model OOM is not the same as quantization/offloading not working." + "reason": "Memory pressure on Qwen2 TP load and quantized offloading behavior are different problems." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Different model families and symptoms: weight-shape mismatch vs tied-weight warning." + "reason": "CLIPVisionModel hidden_states regression is unrelated to missing load-balancing loss." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Hidden-states regression is unrelated to load-balancing loss omission." + "reason": "Weight-shape mismatch while loading Qwen3-VL is not the same as a wrong tied-weights warning in Qwen3-Next." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast TypeError is unrelated to embedding reinitialization after resize." + "reason": "Trainer GPU broadcast NoneType error and token-embedding reinit in post_init are separate bugs." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Paged-generate warning is unrelated to Whisper empty transcription crash." + "reason": "A stale num_return_sequences warning is unrelated to Whisper failing on empty transcription." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Compiled chunked generation inconsistency is unrelated to eos_token_id config mismatch." + "reason": "Chunked generation inconsistency with compiled forward has no connection to Gemma eos_token configuration." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention output issues." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model-specific issues." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression is unrelated to serve KV-cache indexing crash." + "reason": "Video-input regression across Qwen VL variants is unrelated to serve KV-cache indexing." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy conv issue is unrelated to OmDet-Turbo processor size mismatch." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor producing the wrong image size." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Documentation references to pipeline() are unrelated to SigLIP2 bad outputs." + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical outputs." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Non-persistent buffer junk values and GPTNeoX rotary_pct reload loss are different state/config serialization bugs." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + "reason": "All-zero assistant masks for multimodal chat templates is different from wrong vision_position_ids in Qwen2.5-VL video input." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "All-zero assistant masks and wrong vision_position_ids are different multimodal bugs." + "reason": "A missing image_utils import is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled forward inconsistency is unrelated to a stale generation warning." + "reason": "Chunked generation inconsistency and paged-generate stale warning are different generation issues." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "A reproduction issue and a tool-call crash report are not enough to establish the same underlying bug." - }, - { - "left": "issue:44190", - "right": "issue:44964", - "accept": false, - "reason": "Local dataset loading failure is unrelated to Phi-4 multimodal model loading." - }, - { - "left": "issue:41720", - "right": "issue:45245", - "accept": false, - "reason": "Qwen3 auto-device-map cuda assert is unrelated to the category-count limit error." - }, - { - "left": "issue:44792", - "right": "issue:45600", - "accept": false, - "reason": "Janus model test failure is unrelated to stale auto_mappings references to removed configs." + "reason": "A reproduction of issue #38071 is not the same as tool-call assistant message crashes in apply_chat_template." } ] }, @@ -9380,6 +9376,7 @@ "issue:38175", "issue:38617", "issue:41628", + "issue:41720", "issue:41950", "issue:42175", "issue:43065", @@ -9404,13 +9401,14 @@ "issue:44279", "issue:44466", "issue:44496", - "issue:44561", "issue:44683", "issue:44734", "issue:44737", + "issue:44792", "issue:44855", "issue:44913", "issue:44938", + "issue:44964", "issue:45127", "issue:45245", "issue:45276", @@ -9421,16 +9419,18 @@ "issue:45584", "issue:45588", "issue:45600", - "issue:45632", "issue:45803" ], "soft_pairs": [ + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", "issue:44855|issue:45588", "issue:44737|issue:45803", "issue:45127|issue:45357", "issue:43388|issue:43582", - "issue:43335|issue:44855", "issue:44938|issue:45542", + "issue:43335|issue:44855", "issue:43644|issue:44913", "issue:44077|issue:44079", "issue:43976|issue:44855", @@ -9441,236 +9441,240 @@ "issue:43540|issue:44734", "issue:43650|issue:44220", "issue:43335|issue:44190", - "issue:43116|issue:44190", "issue:43295|issue:45276", + "issue:43116|issue:44190", "issue:45245|issue:45584", "issue:41950|issue:44016", "issue:36246|issue:41628", "issue:43479|issue:45375", "issue:36246|issue:38617", "issue:42175|issue:44279", - "issue:44186|issue:44734", "issue:44016|issue:44220", + "issue:44186|issue:44734", "issue:38175|issue:43065", "issue:44466|issue:44913", - "issue:44683|issue:45446", - "issue:44734|issue:45632", - "issue:44561|issue:45632" + "issue:44683|issue:45446" ], - "prepared_review_unit_hash": "24f73aeb4c9f2e46c981e010dd6b2198500578564bb18841c27e6715c1b93db5", + "prepared_review_unit_hash": "40a46983a8324e0b9ad5195be4b74e0b65e0d0b09363743337d4162c2222d3cb", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36656, - "estimated_input_tokens": 9164, - "estimated_eval_tokens": 18584 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37512, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are not duplicates overall; they span many unrelated bugs and regressions across different models, configs, pipelines, and utility code. The soft matches are mostly superficial keyword overlap (imports, regressions, runtime errors) rather than the same underlying code-path issue.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, + "summary": "The items are mostly unrelated Transformers bugs spanning imports, configs, serialization, pipelines, and device/runtime issues. The soft pairs look superficially similar but do not describe the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits this set: the artifacts cover many distinct codepaths and failure modes with only broad topical overlap.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "issue:41628 is the cleanest representative because it is a focused, reproducible import-regression report with a clear codepath and broad user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Both involve loading problems, but one is a local dataset/script issue and the other is a specific Phi-4 multimodal model load failure." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and a category-count limit error are unrelated failures in different codepaths." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus test failure and stale auto_mappings config references are different bugs with different causes." + }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Different failure modes: Python 3.13 import/IndentationError vs flash-attention AttributeError on sink-less models." + "reason": "Python 3.13 import parsing of DebertaV2 is unrelated to the flash_attention crash on s_aux=None." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device-placement bug is unrelated to Fuyu's broad except swallowing errors." + "reason": "XLNet CPU tensor allocation and a bare except swallowing errors in FuyuBatchFeature are not the same defect." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge/tied-weights collapse and Qwen3.5 visual key serialization are different model behaviors." + "reason": "LoRA merge/tied-weights collapse and incorrect visual-encoder save keys are separate serialization issues." }, { "left": "issue:43388", "right": "issue:43582", "accept": false, - "reason": "Metric gathering label truncation is unrelated to Apple Silicon allocator warmup TypeError." + "reason": "Metric-gather label truncation and an Apple Silicon warmup TypeError are unrelated." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to a Python 3.13 import parse error." + "reason": "Python 3.14 import failure and missing TensorFlow backend from the torch extra are different environment/setup problems." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Python 3.14 load failure is unrelated to missing TensorFlow backend when only tensorboard is installed." + "reason": "SwitchTransformers sparse-layer creation and DebertaV2 import parsing on Python 3.13 do not share a concrete bug." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization and GPTNeoX config reload losing rotary_pct are different bugs." + "reason": "Non-persistent buffer corruption and GPTNeoX rotary_pct reload behavior are different state/serialization bugs." }, { "left": "issue:44077", "right": "issue:44079", "accept": false, - "reason": "Optional post_init validation and ModelOutput key assignment are separate code paths." + "reason": "Both touch internals, but one is about post_init validation and the other about ModelOutput key assignment; not the same issue." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Generic Python 5.1.0 compatibility issue is not the same as the DebertaV2 Python 3.13 IndentationError." + "reason": "A general Python-version compatibility problem is not the same as the DebertaV2 import error." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA model failure is unrelated to local dataset loading in an example script." + "reason": "A torch.compile SDPA assert in Bamba is unrelated to a local dataset loading failure in an example script." }, { "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "Unrecognized model config loading and Fuyu's tensor conversion exception handling are unrelated." + "reason": "Unrecognized model config and a swallowed-exception bug in FuyuBatchFeature are unrelated." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation bug is unrelated to Whisper empty-transcription generation failure." + "reason": "Gemma4 embedding resize propagation and Whisper empty-transcription handling are different multimodal bugs." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "GraniteSpeech CI test flake and stale auto_mappings references are different CI failures." + "reason": "A stale GraniteSpeech CI test and removed Sam3LiteText auto-mapping references are separate CI/config issues." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video input validation and serve KV-cache indexing are separate multimodal/server bugs." + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache indexing are different codepaths and symptoms." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The issue body is not enough to tie 'ADD THE DATA' to the fbank feature extraction bug." + "reason": "The vague 'ADD THE DATA' issue is not the same as the _torch_extract_fbank_features problem." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers config creation and example script dataset loading are unrelated." + "reason": "SwitchTransformers config behavior and example-script dataset loading are unrelated." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Multi-label classification empty results and local dataset loading are different example-script issues." + "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is Gemma4 embedding resizing; not mergeable as one fix." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to resize_token_embeddings not updating embeddings." + "reason": "Empty multi-label classification results and local dataset loading are unrelated example-script bugs." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category cardinality limit error is unrelated to Whisper's empty transcription handling." + "reason": "A category-count overflow and Whisper empty transcription after token alignment are unrelated." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline processor lookup and notebook syntax error are unrelated." + "reason": "Video-classification image-processor lookup and a notebook syntax error are clearly different problems." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Qwen2.5_VLImageProcessor import error is separate from AutoImageProcessor import failure." + "reason": "Both are import errors, but they involve different missing symbols and different export paths." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Phi4Multimodal default-config initialization and Qwen3_5MoeVisionConfig field loss are different config bugs." + "reason": "Phi4Multimodal default-config initialization and Qwen3_5MoeVisionConfig field dropping are distinct config bugs." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Qwen2.5_VLImageProcessor import failure is unrelated to layer_type_validation import failure." + "reason": "Missing Qwen2_5_VLImageProcessor and missing layer_type_validation are different import regressions." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "TensorFlow missing from torch install and generic dependency issue are not the same bug." + "reason": "Missing TensorFlow in the torch extra is a packaging issue, while the other is only a vague dependency complaint." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to serving KV-cache tensor indexing." + "reason": "A notebook syntax error and an fbank feature extraction issue do not describe the same bug." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Notebook syntax error and _torch_extract_fbank_features bug are unrelated." + "reason": "LayoutLMv2Tokenizer padding/truncation crashes and serve KV-cache continuation indexing are unrelated." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are different model issues." + "reason": "Unexpected zero probabilities in Siglip2 and a dummy Conv2d in Sam3PixelDecoder are separate model-specific issues." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Serialization of tied lm_head weights and GPTNeoX rotary_pct reload loss are separate configuration/serialization bugs." + "reason": "Device-dependent lm_head serialization and GPTNeoX rotary_pct reload behavior are different weight/config persistence bugs." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "torch >= 2.9 compiled flex_attention failure is unrelated to a bad PyTorch version gate for AuxRequest import." - }, - { - "left": "issue:44734", - "right": "issue:45632", - "accept": false, - "reason": "KV-cache continuation indexing in serve is unrelated to trust_remote_code cache-path collisions." - }, - { - "left": "issue:44561", - "right": "issue:45632", - "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to cache-directory collisions." + "reason": "Both mention flex_attention/versioning, but one is a runtime compile failure and the other is a version-check import bug; not the same concrete fix." } ] }, @@ -9701,8 +9705,6 @@ "issue:43381", "issue:43404", "issue:43441", - "issue:43479", - "issue:43525", "issue:43526", "issue:43531", "issue:43643", @@ -9723,6 +9725,8 @@ "issue:44368", "issue:44496", "issue:44521", + "issue:44561", + "issue:44734", "issue:44933", "issue:44964", "issue:44987", @@ -9744,15 +9748,17 @@ "issue:45759" ], "soft_pairs": [ + "issue:44734|issue:45632", + "issue:44561|issue:45632", "issue:43404|issue:45216", "issue:44246|issue:45003", "issue:43643|issue:44496", "issue:45406|issue:45632", "issue:44964|issue:45600", "issue:44112|issue:44964", - "issue:42907|issue:43441", "issue:43295|issue:45335", "issue:43854|issue:44964", + "issue:42907|issue:43441", "issue:44016|issue:44062", "issue:43976|issue:44987", "issue:43673|issue:44336", @@ -9760,229 +9766,234 @@ "issue:44496|issue:45042", "issue:43824|issue:44933", "issue:43526|issue:43901", - "issue:43299|issue:45216", "issue:45335|issue:45584", + "issue:43299|issue:45216", "issue:44075|issue:44368", "issue:43976|issue:44279", "issue:43901|issue:44496", "issue:43381|issue:45593", - "issue:43299|issue:45357", "issue:44496|issue:45759", + "issue:43299|issue:45357", "issue:44351|issue:45278", "issue:44521|issue:45325", "issue:41950|issue:45020", "issue:44242|issue:45200", - "issue:43976|issue:45405", - "issue:43479|issue:43525" + "issue:43976|issue:45405" ], - "prepared_review_unit_hash": "7c24668409eb5e053479d4092a68e81d3ca01e3245dda892fd00f94fe4ee4bfa", + "prepared_review_unit_hash": "e56c23ccad0808971a10b64fc104053e08def1b42f9ac05a467c73693153dfb2", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36649, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "soft_pair_count": 31, + "serialized_chars": 36961, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers bug reports with a recurring theme of version-related model/config loading regressions, especially around remote_code and multimodal models. No soft pair looks like the same concrete underlying bug, so all soft edges are rejected.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45020 is the broadest umbrella for the recurring remote_code/model-loading regression theme and is the best representative issue in this cluster.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers bugs centered on model loading/import regressions, processor/config mismatches, and a few isolated utilities/docs issues. None of the soft pairs look like true duplicates; the closest is the broad remote_code regression bucket, but the concrete reports still differ too much to merge.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45020 is the best umbrella representative because it captures the broadest recurring theme in the set: recent-version regressions that break remote_code / model-loading paths across multiple models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 most cleanly captures the shared version-induced loading breakages across several reports, while still being specific enough to serve as the cluster representative.", + "best_issue_reason": "issue:45020 is the strongest single issue for triage since it is broad, recent, and closest to the shared theme of version-related loading failures; the rest are narrower, model-specific variants.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Different subsystems and failure modes: KV-cache continuation tensor indexing vs trust_remote_code cache-path collision." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both involve trust_remote_code, but one is an import/API break from removing is_torch_fx_available while the other is a local cache-path collision." + }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both involve save_pretrained on multimodal models, but one is lm_head tying and the other is incorrect visual-encoder key serialization; different bugs." + "reason": "Both are save/tie-weight related, but one is a missing lm_head weight tie in Mistral3 and the other is incorrect checkpoint saving for Qwen3.5 visual encoder keys." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Both are import-time issues, but one is slowness and the other is unsafe sys.modules access; not the same defect." + "reason": "Import slowness and unsafe sys.modules access are not the same underlying bug." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both touch remote-code/config loading, but one drops fields from AutoConfig and the other rejects a model without model_type; different failure modes." + "reason": "Both are config-loading problems, but one is missing fields with trust_remote_code and the other is an unrecognized model missing model_type." }, { "left": "issue:45406", "right": "issue:45632", "accept": false, - "reason": "Processor _tokenizer crash vs remote_code cache-path collision; unrelated problems." + "reason": "Gemma4Processor _tokenizer crash in serve is unrelated to trust_remote_code cache path collisions." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Both are model-loading regressions, but for different models and causes: Phi-4 multimodal loading vs removed Sam3LiteText mappings." + "reason": "Different model-specific load failures: Phi-4 multimodal loading vs stale auto_mappings entries for removed Sam3LiteText configs." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A CI stale-device test failure is unrelated to a Phi-4 model-loading bug." - }, - { - "left": "issue:42907", - "right": "issue:43441", - "accept": false, - "reason": "Both mention Ministral models, but one is save/export of dequantized checkpoints and the other is FlashAttention inference/loading." + "reason": "CI device-override test failure is unrelated to a model load failure for Phi-4 multimodal." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Custom processor.tokenizer regression vs resize_token_embeddings not propagating to decoder.embed_tokens; different code paths." + "reason": "Processor/tokenizer image-handling regression is unrelated to t5gemma resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and symptoms: Qwen2.5-VL import error vs Phi-4 multimodal loading failure." + "reason": "Both are model-loading failures, but they affect different models and likely different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family name, but saving dequantized Ministrals/Devstrals and FlashAttention loading for Ministral-3 are distinct bugs." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error is unrelated to the AddedToken argument handling bug." + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Both are version-compatibility complaints, but one is Python support and the other is a specific model-loading breakage." + "reason": "Python-version compatibility and a specific model loading failure are different issues." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache bug vs ANSI coloring in loading_report; unrelated issues." + "reason": "Generation cache chunked_prefill regression is unrelated to ANSI codes emitted by loading_report." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs stale auto_mappings config references; different bugs." + "reason": "Qwen3-MoE sliding_window behavior and auto_mappings cleanup are different code paths." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model/config loading vs image processor torchvision dependency; unrelated." + "reason": "Unrecognized model/config error is unrelated to PIL image processors requiring torchvision." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different import failures: missing model-class export vs nonexistent image_utils import." + "reason": "Both are import errors, but they concern different missing exports in different modules and model families." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs docs/behavior mismatch for return_all_scores; not the same issue." + "reason": "BEiT image processor label reduction bug is unrelated to a documentation mismatch in TextClassificationPipeline." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Qwen3VL loading regression vs Qwen3.5 save_pretrained serialization bug; different phases and fixes." + "reason": "Different functionality: embedding resizing vs Whisper generation on empty transcription." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation bug; unrelated." + "reason": "Both involve Qwen regressions, but one is loading a multimodal model and the other is save_pretrained checkpoint correctness." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer args being ignored vs a tie_word_embeddings warning; different subsystems and symptoms." + "reason": "Optimizer argument handling and a Qwen3.5 tie_word_embeddings warning are unrelated." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version support issue vs generic dependency issue; different and too broad to merge." + "reason": "General dependency complaint is too vague and not the same as the Python-version breakage." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for return_all_scores vs unrecognized model/config error; unrelated." + "reason": "Docs-only pipeline wording issue vs actual model-loading failure." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Eval-mode checkpointing restriction vs D-FINE auxiliary-loss handling; different code paths." + "reason": "Gradient checkpointing eval-mode restriction and D-FINE aux-loss behavior are unrelated." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Both are Qwen3.5-related regressions, but one is model loading and the other is save_pretrained key serialization." + "reason": "Unrecognized model config and AutoModelForCausalLM.from_config text_config unwrapping are different config-loading bugs." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Unrecognized model/config vs from_config not unwrapping text_config; different configuration bugs." + "reason": "Both are Qwen3.5-related, but loading failure and incorrect save_pretrained visual-encoder keys are separate regressions." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "HybridCache import failure is one specific error; 45278 is a broad multi-import regression report." + "reason": "A specific missing import and a broad report of many import errors are not the same concrete bug." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "assistant_masks bug in apply_chat_template vs rope index scaling bug; different multimodal paths." + "reason": "Multimodal assistant_mask bug and Qwen2.5-VL rope-index scaling bug are different generation/path problems." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup issue vs remote_code model-loading regressions; unrelated." + "reason": "Video-classification pipeline processor lookup bug is unrelated to remote_code model-loading regressions." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Router loss omission vs mm_token_type_ids defaulting; different training behaviors." + "reason": "MoE load-balancing loss logic and Gemma 4 mm_token_type_ids defaults are different training bugs." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python support issue vs unreleased MIN_PEFT_VERSION bump; unrelated." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Phi4Multimodal config default initialization vs Llama4Config missing pad_token_id; different config classes and failures." + "reason": "Python compatibility issue and PEFT minimum-version bump are unrelated." } ] }, @@ -10017,12 +10028,12 @@ "issue:43317", "issue:43441", "issue:43450", + "issue:43479", + "issue:43525", "issue:43577", "issue:43650", "issue:43653", - "issue:43673", "issue:43723", - "issue:43761", "issue:43854", "issue:43901", "issue:44016", @@ -10056,21 +10067,22 @@ "issue:45834" ], "soft_pairs": [ + "issue:43479|issue:43525", "issue:41950|issue:45823", - "issue:44683|issue:45542", "issue:38175|issue:44617", + "issue:44683|issue:45542", "issue:44279|issue:45405", "issue:43577|issue:45216", - "issue:43299|issue:43854", "issue:39692|issue:43901", + "issue:43299|issue:43854", "issue:43295|issue:44779", "issue:44462|issue:45081", "issue:41950|issue:43650", "issue:44297|issue:44462", "issue:33290|issue:45656", "issue:44462|issue:44779", - "issue:45600|issue:45712", "issue:44016|issue:44291", + "issue:45600|issue:45712", "issue:43450|issue:44279", "issue:43441|issue:45834", "issue:42994|issue:43317", @@ -10079,27 +10091,26 @@ "issue:43065|issue:44898", "issue:43441|issue:44683", "issue:43650|issue:45290", - "issue:44623|issue:45397", "issue:43653|issue:45593", + "issue:44623|issue:45397", "issue:44623|issue:44749", "issue:44671|issue:44779", - "issue:43723|issue:44162", - "issue:43673|issue:43761" + "issue:43723|issue:44162" ], - "prepared_review_unit_hash": "7bab5b32037175b7ffb8d9bb324bc32e983c77a50a5f41d413655a0da651ba57", + "prepared_review_unit_hash": "915d9b5f00b92aae10516092fb77e44d57207a5bcc435e467e30162480196e3c", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36330, + "serialized_chars": 36329, "estimated_input_tokens": 9083, "estimated_eval_tokens": 18422 }, @@ -10108,186 +10119,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated regressions, docs issues, model-loading bugs, and tokenizer/processor edge cases. None of the soft pairs look like the same underlying bug or a single mergeable PR.", - "confidence": 0.31, - "canonical_issue_reason": "No single artifact cleanly represents the whole cluster; if one must be chosen, issue 44462 is the broadest tokenizer-loading report and sits closest to several tokenizer-related items, but the cluster is too diverse for a true canonical duplicate.", + "summary": "This cluster is very heterogeneous: most items are unrelated bug reports, and none of the soft pairs look like the same underlying issue strongly enough to merge. The only loose concentration is around tokenizer/model-loading regressions in v5, but the specific failures differ too much.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out; the set spans unrelated bugs, with only loose overlap around tokenizer/model-loading regressions.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the best representative only in a loose sense: it is broad, user-facing, and overlaps the most with other tokenizer-loading reports. Still, it does not subsume the rest of the cluster.", + "best_issue_reason": "Issue 43723 is the broadest representative of the tokenizer-loading regressions in this set, but it should not be treated as a true duplicate umbrella for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Different bugs: video-classification processor lookup vs Gemma4 device-mapping mismatch." + "reason": "Both are config/attribute loading problems, but one is about default multimodal sub-configs and the other is a missing pad_token_id attribute; different bugs." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Unrelated failures: compiled flex_attention on torch>=2.9 vs TensorBoard/TensorFlow backend installation." + "reason": "A video pipeline processor lookup bug and a Gemma4 device-mismatch forward bug are unrelated." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Different model issues: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are entirely different failure modes." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and missing TensorFlow backend detection are different subsystems and bugs." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A generic dependency issue is not the same as a PEFT version bump problem." + "reason": "A generic dependency issue and an unreleased PEFT version bump are not the same underlying problem." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different code paths: BLIP2 dtype propagation vs Qwen3.5 save_pretrained checkpoint serialization." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained checkpoint corruption are distinct code paths." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Distinct loading bugs affecting different models and failure modes." + "reason": "Both mention docs, but one is a broken SigLIP2 example and the other is stale pipeline documentation." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Both are docs-related, but one is a SigLIP2 example breakage and the other is stale pipeline documentation." + "reason": "Both are model-loading regressions in v5, but they affect different models and likely different loading code." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer regression vs incorrect DeepSeek tokenization; related area, but not the same bug." + "reason": "Processor/tokenizer API breakage with images is not the same as Deepseek tokenizer incorrect results." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but one ignores repository tokenizer.json while the other crashes in Mistral regex patching." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashes are separate tokenizer-loading failures." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Completely unrelated: video-classification processor bug vs a low-information issue titled 'ADD THE DATA'." + "reason": "A pipeline processor lookup issue and an unrelated placeholder issue are not duplicates." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Save-pretrained metadata mismatch is different from AutoTokenizer ignoring repository tokenizer.json." + "reason": "Tokenizer class metadata saved incorrectly and ignoring repository tokenizer.json are related only at a high level, not the same bug." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Different deepspeed/optimizer symptoms: OOM with Adafactor vs optimizer.step being called twice." + "reason": "Deepspeed/Adafactor OOM and deepspeed calling optimizer.step twice are different optimizer integration bugs." }, { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related, but one is loader precedence and the other is incorrect tokenization results in v5." + "reason": "Both concern tokenizers in v5, but one is about loading repo tokenizer.json and the other about Deepseek tokenization behavior." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Both touch cleanup/CI hygiene, but they concern different stale references and different files." + "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." + "reason": "Both are CI/repo hygiene issues, but they involve different stale symbol sources and failure modes." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor shape bug is unrelated to a transformers dependency issue." + "reason": "Incorrect batched video processor shapes and a dependency problem do not match." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different model-specific runtime errors in different areas." + "reason": "FlashAttention failure for Ministral-3 and an OCR index error in Kosmos2.5 are different model-specific bugs." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both concern quantization/loading, but one is saving failure and the other is dequantized offload loading failure." + "reason": "Quantized model saving and dequantized model loading with gpu+cpu offload are different lifecycle stages and failures." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization inconsistency vs resize_token_embeddings not updating embeddings; related domain, different bug." + "reason": "Serialization of lm_head.weight and resize_token_embeddings not propagating in Gemma4 are related to weights, but not the same concrete bug." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Both mention GLM/MoE internals, but one is a missing config epsilon and the other is torch.split return handling." + "reason": "Missing rms_norm_eps in MLA layernorm and torch.split return handling in GlmMoeDsaIndexer are unrelated." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Different vision-model issues: dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default resolution failure." + "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver non-default resolution failure are different vision-model issues." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "FlashAttention failure for Ministral-3 is not the same as compiled flex_attention failing on newer torch." + "reason": "FlashAttention support for a model and compiled flex_attention on newer torch versions are separate attention-stack bugs." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "No shared underlying bug: a placeholder issue vs apply_chat_template crashing on tool-call messages." - }, - { - "left": "issue:44623", - "right": "issue:45397", - "accept": false, - "reason": "Processor save_pretrained missing files is different from gemma-4 zero3 from_pretrained loading." + "reason": "A placeholder issue and a chat-template crash on tool-call assistant messages are unrelated." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss behavior." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44623", - "right": "issue:44749", + "right": "issue:45397", "accept": false, - "reason": "Save-pretrained file omission and a Chinese performance regression are not duplicates." + "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are different save/load problems." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM predictions and DeepSeek tokenization are different model behaviors." + "reason": "CamemBERT masked LM regression and Deepseek tokenizer regression are different model-specific failures." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression and ESM2 being broken are separate issues." - }, - { - "left": "issue:43673", - "right": "issue:43761", - "accept": false, - "reason": "Generation cache missing during chunked_prefill is unrelated to CLIPVisionModel hidden_states handling." + "reason": "Tokenizer loading in v5 and ESM2 being broken are not the same bug." } ] }, @@ -10323,10 +10328,11 @@ "issue:43299", "issue:43352", "issue:43525", - "issue:43526", "issue:43531", "issue:43643", "issue:43650", + "issue:43673", + "issue:43761", "issue:43784", "issue:43824", "issue:43881", @@ -10344,13 +10350,11 @@ "issue:44351", "issue:44361", "issue:44373", - "issue:44485", "issue:44496", "issue:44521", "issue:44589", "issue:44617", "issue:44987", - "issue:45003", "issue:45250", "issue:45362", "issue:45397", @@ -10363,6 +10367,7 @@ "soft_pairs": [ "issue:43784|issue:45542", "issue:43262|issue:44521", + "issue:43673|issue:43761", "issue:44016|issue:45823", "issue:44361|issue:45593", "issue:43901|issue:43994", @@ -10375,8 +10380,8 @@ "issue:44297|issue:45397", "issue:43525|issue:43643", "issue:43295|issue:44617", - "issue:42491|issue:43299", "issue:44589|issue:45362", + "issue:42491|issue:43299", "issue:43901|issue:44246", "issue:41628|issue:43976", "issue:45561|issue:45563", @@ -10388,225 +10393,210 @@ "issue:44246|issue:44496", "issue:43531|issue:45362", "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:43526|issue:45003", - "issue:44336|issue:44485", - "issue:45003|issue:45561" + "issue:36246|issue:44351" ], - "prepared_review_unit_hash": "d110145a5dd6515adc84018591e1816696504e49366077099b46c357fbf9b512", + "prepared_review_unit_hash": "bb55f7a1f1c3e3cd6a2751999d3156ae3c8bbda6b7bd860dd7965ef74dc65ed2", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36622, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35507, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers regressions/import issues; none of the suggested soft pairs look like true duplicates, so the safe triage outcome is to keep them separate. I\u2019d use one of the well-referenced import-regression reports as the cluster anchor, but there is no single underlying bug spanning the set.", - "confidence": 0.44, - "canonical_issue_reason": "Issue 43824 is the best anchor: it is a concrete, widely-referenced import regression with clear user impact, while the rest of the cluster is too heterogeneous to justify a true duplicate canonical.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes like imports, multimodal processing, model loading, or regressions, but they do not look like the same concrete bug/change. I would not deduplicate any of them based on the available titles and metadata.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43824 is the strongest representative issue in this cluster because it has the most engagement and a precise failure mode; it is more triage-useful than the narrower or lower-signal reports.", + "best_issue_reason": "Issue 43824 is the strongest representative if one must be chosen: it is a concrete import regression, has the highest visible discussion/inbound activity among the set, and is clearly scoped compared with the more ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Different failure classes: missing model symbol on import vs missing TensorFlow backend when only tensorboard is installed." + "reason": "Both are import/runtime errors, but one is a missing nn symbol in sentence-transformers integration and the other is a missing tf backend symbol; different components and failure modes." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Audio chat-template sampling-rate bug is unrelated to multimodal assistant-mask generation." + "reason": "Both involve chat/template-style multimodal handling, but one is an audio sampling-rate default and the other is assistant-mask generation for multimodal inputs; different code paths." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache behavior in generation and CLIP vision hidden_states output are unrelated bugs." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mismatch are unrelated code paths." + "reason": "A notebook syntax error is not the same issue as a Gemma4 device_map forward-device mismatch." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer attribute error on tasks is not the same as D-FINE auxiliary-loss logic." + "reason": "Tokenizer task AttributeError and D-FINE auxiliary-loss handling are unrelated model-specific bugs." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 producing bad outputs." + "reason": "One is a docs/behavior mismatch for return_all_scores; the other is incorrect model outputs for SigLIP2." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Package extras/backend installation issue is unrelated to the Python version compatibility bug." + "reason": "TensorFlow optional-dependency/backend installation and Python-version compatibility are separate issues." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is unrelated to the TensorFlow backend import issue." + "reason": "Model loading failure for physical-intelligence/fast is unrelated to the TensorFlow/tensorboard backend problem." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenization regression is unrelated to the placeholder \"ADD THE DATA\" issue." + "reason": "Tokenizer output changes from 4.57.3 to 5.0 and an unrelated placeholder/data issue are not the same bug." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Both involve import/setup problems, but one is a missing model export and the other is a Python support issue." + "reason": "A Qwen2.5-VL import regression and a Python 3.9/3.10 compatibility problem are different failures." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4 missing config field and GLM-4v loading failure are different model-specific bugs." + "reason": "Both are model-loading failures, but for different model families with different missing attributes/errors." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to ANSI codes in loading_report." + "reason": "Torch.compile attention-kernel divergence and ANSI codes in loading_report are unrelated." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Gemma-4 zero3 from_pretrained loading failure." + "reason": "Tokenizer metadata saved incorrectly and Gemma4 zero3 from_pretrained loading are unrelated issues." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both are config-related, but the concrete bugs differ: missing pad_token_id vs trust_remote_code dropping fields." + "reason": "Missing pad_token_id on Llama4Config and missing fields from trust_remote_code are not the same code-path problem." }, { "left": "issue:43295", "right": "issue:44617", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to CUDA OOM in Sam3Video." + "reason": "Processor/tokenizer regression and CUDA out-of-memory are different classes of bug." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Both mention Qwen/MoE compatibility, but one is a LoRA hf4.x vs hf5.x incompatibility and the other is a Qwen3VL loading regression." + "reason": "Float8 storage import failure and Qwen3.5 chat crashes do not point to the same underlying defect." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Float8 storage type error and Qwen3.5 chat crash are unrelated." + "reason": "Both mention Qwen3/MoE regressions, but one is LoRA compatibility across branches and the other is base Qwen3VL-MoE model loading; too different to merge." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "A stale doc reference is not the same as intermittent import latency." + "reason": "Docs inconsistency for return_all_scores and intermittent import slowness are unrelated." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import error is unrelated to the Python version support regression." + "reason": "AutoImageProcessor import failure and Python-version incompatibility are separate issues." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file race and stale generation warning are different problems." + "reason": "A pytest-xdist file race and a stale generation warning are unrelated." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI output formatting and a docstring typo are not the same bug." + "reason": "ANSI output from loading_report and a wrong docstring for position_ids are not the same bug." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "MoE load-balancing loss logic is unrelated to D-FINE denoising auxiliary losses." + "reason": "Both involve losses, but they affect different models and different loss mechanisms." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Nemotron-specific Flash Attention support and a generic Flash Attention 2.0 issue are not the same concrete bug." + "reason": "A model not supporting Flash Attention 2.0 and a generic Flash Attention 2.0 issue are too broad to treat as one concrete bug." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification image-processor lookup is unrelated to _torch_extract_fbank_features()." + "reason": "Video-classification processor lookup and audio fbank extraction are different subsystems." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access bug is unrelated to Gemma-4 zero3 loading." + "reason": "Reading position_ids after buffer registration and Gemma4 zero3 loading are unrelated." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import performance issue is unrelated to unrecognized model config loading." - }, - { - "left": "issue:43531", - "right": "issue:45362", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are separate model-path bugs." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are different import regressions." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "These are both import errors, but they concern different symbols from different modules." + "reason": "Intermittent import slowness and an unrecognized-model config error are different problems." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "Both are Qwen-family reports, but one is a sliding_window bug in Qwen3-MoE and the other is a chat crash in Qwen3.5-35B; not the same failure." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Loading-report ANSI formatting is unrelated to GLM-5 RoPE implementation." + "reason": "Different import errors affecting different symbols and libraries." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Unsafe sys.modules access and xdist captured_info race are unrelated implementation bugs." + "reason": "Both are import errors, but for different classes (Qwen2.5-VL image processor vs HybridCache) and different code paths." } ] }, @@ -10638,6 +10628,7 @@ "issue:43262", "issue:43408", "issue:43475", + "issue:43526", "issue:43540", "issue:43596", "issue:43653", @@ -10652,9 +10643,9 @@ "issue:44336", "issue:44368", "issue:44466", + "issue:44485", "issue:44496", "issue:44561", - "issue:44734", "issue:44749", "issue:44779", "issue:44857", @@ -10670,34 +10661,36 @@ "issue:45292", "issue:45335", "issue:45375", - "issue:45397", "issue:45459", + "issue:45561", "issue:45563", "issue:45584", "issue:45588", - "issue:45656", "issue:45701", "issue:45759" ], "soft_pairs": [ + "issue:43526|issue:45003", + "issue:44336|issue:44485", + "issue:45003|issue:45561", "issue:43673|issue:44561", "issue:44246|issue:44871", "issue:44242|issue:44857", "issue:36246|issue:43596", "issue:44162|issue:45200", - "issue:44295|issue:44749", "issue:44779|issue:45292", + "issue:44295|issue:44749", "issue:44877|issue:45375", "issue:45292|issue:45584", "issue:45292|issue:45701", "issue:43901|issue:45003", - "issue:44987|issue:45459", "issue:42886|issue:45229", + "issue:44987|issue:45459", "issue:45375|issue:45759", - "issue:43232|issue:44336", "issue:44496|issue:45003", - "issue:43065|issue:43408", + "issue:43232|issue:44336", "issue:43257|issue:45137", + "issue:43065|issue:43408", "issue:43262|issue:44246", "issue:44995|issue:45200", "issue:44060|issue:44077", @@ -10706,224 +10699,216 @@ "issue:44995|issue:45588", "issue:43653|issue:44162", "issue:44368|issue:44977", - "issue:44368|issue:45563", - "issue:45397|issue:45656", - "issue:43673|issue:44734" + "issue:44368|issue:45563" ], - "prepared_review_unit_hash": "42aa4f047cf836052cd46a505944d4897e28d21e46afe544064f9ceae291256d", + "prepared_review_unit_hash": "30b32888d201e1ec2ff75800c4918e4904fbe8792ae4dac9056a4dc91252acb9", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36582, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "soft_pair_count": 30, + "serialized_chars": 36905, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft-pair list does not form a true duplicate cluster; most links are broad topical similarities across unrelated bugs (tokenization, config handling, deepspeed, multimodal models, and generation). I would reject every soft edge.", - "confidence": 0.18, - "canonical_issue_reason": "No single issue cleanly represents a duplicate cluster here; the suggested pairs are mostly unrelated bug reports with only loose topical overlap.", + "summary": "Most soft pairs are false positives: they share broad themes like configs, embeddings, Deepspeed, or tokenizers, but describe different code paths and fixes. The only plausible duplicate is the generic `resize_token_embeddings` failure and its t5gemma-specific manifestation.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45292 is the broader, more general report of `resize_token_embeddings` not updating output embeddings, while issue:45335 looks like a model-specific instance of the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the closest thing to a hub because several candidates are embedding/tokenization-adjacent, but it still does not unify the set into one underlying bug.", + "best_issue_reason": "issue:45292 is the best representative because it describes the generic bug in the shared resizing path, not just one affected model.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Different subsystems and failures: BEiT label reduction vs unsafe `sys.modules` access." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated problems: ANSI coloring in loading reports vs GLM-5 RoPE implementation." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Different bugs: module lookup crash vs pytest-xdist file race." + }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Offline tokenizer cache loading and a v5 API removal breaking trust_remote_code are different failure modes." + "reason": "Both affect v5 compatibility, but one is cache handling during chunked prefill and the other is `is_torch_fx_available` removal for `trust_remote_code` models." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import-time slowdown is unrelated to the Gemma eos_token_id config inconsistency." + "reason": "Performance/import timing issue versus Gemma-3 EOS token config inconsistency." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "MoE load-balancing loss logic and an AMP image-loss crash are not the same bug." + "reason": "Different code paths: router load-balancing loss logic vs an AMP/CUDA crash in image loss." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "A missing Qwen processor import and a DeepSpeed/BertModel indexing error are unrelated." + "reason": "Import error for a missing Qwen2.5-VL class is unrelated to the Deepspeed/BertModel indexing crash." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma4 mm_token_type_ids defaults concern different models and code paths." + "reason": "ESM2 breakage and Gemma4 `mm_token_type_ids` are separate model-specific issues." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Buffer access on position_ids is unrelated to the reported tokenization slowdown after upgrade." + "reason": "Tokenizer correctness regression is not the same bug as `resize_token_embeddings` failing to update embeddings." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "DeepSeek tokenizer output changes are not the same as resize_token_embeddings failing to update output embeddings." + "reason": "Position-ids buffer access error is unrelated to the reported slowdown in data filtering after upgrading Transformers." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config handling, but they are different models and different strictness/unwrapping bugs." + "reason": "Both involve config handling, but one is strict loading failure for granite_speech while the other is a missing field silently dropped in Qwen3_5MoeVisionConfig." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resizing is unrelated to Whisper empty-transcription generation after special-token alignment." + "reason": "Embedding resize bug is unrelated to Whisper failing on empty transcription after special-token alignment." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "A specific embedding resize bug does not match a broad version-dependent tokenization complaint." + "reason": "One is a concrete embedding resize bug; the other is a broad tokenization regression report." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs drift for a pipeline flag is unrelated to unsafe sys.modules access in modeling_utils." - }, - { - "left": "issue:44987", - "right": "issue:45459", - "accept": false, - "reason": "Model loading failure and protobuf error masking are different tokenizer/loading bugs." + "reason": "Pipeline docs mismatch has no relation to unsafe `sys.modules` access." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline cache loading and Gemma4 multi-GPU OOM are entirely separate issues." + "reason": "Offline tokenizer cache loading and Gemma4 CUDA OOM are unrelated." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Missing a config field under @strict and unwrapping text_config in from_config are different composite-config bugs." + "reason": "Model loading failure and protobuf decode-error masking are different tokenizer/load paths." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Generation kwargs after sync_gpus has nothing to do with ANSI codes in loading_report." + "reason": "Missing config field under strict config and `from_config` not unwrapping `text_config` are different composite-model config bugs." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config and unsafe sys.modules access are unrelated code paths." + "reason": "Unrecognized model/config issue is unrelated to the `sys.modules` access problem." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Both mention SAM3, but one is about a dummy Conv2d and the other is a model-type warning." + "reason": "Generation kwargs update after `sync_gpus` is unrelated to ANSI output in loading reports." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is not the same as a ZeRO3 deque underflow." + "reason": "Both mention Deepspeed, but MOE weight conversion and ZeRO3 deque underflow are different failure modes." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel decoder dummy conv and sam3_video/sam3_tracker type warning are not the same bug." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sample-rate defaults are unrelated to import-time slowdown." + "reason": "Audio chat-template sampling-rate default bug is unrelated to import latency." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A stale cache crash in GlmMoeDsa is unrelated to Gemma4 token-type defaults." + "reason": "Stale indexer cache crash is unrelated to Gemma4 missing default `mm_token_type_ids`." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "A tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are different issues." + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to the `patchtsmixer` post_init policy issue." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 video encoder output attr missing and Qwen3OmniMoe video input validation are separate bugs." + "reason": "Different multimodal model failures: missing `fpn_position_embeddings` vs video input processing error." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both touch embedding/tied-weight behavior, but one is serialization/device-dependent and the other is resize propagation." + "reason": "Serialization inconsistency for tied weights is a different issue from `resize_token_embeddings` not updating decoder embeddings." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache and flash-attention `s_aux=None` crash are unrelated." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBird tokenizer special-token registration and ESM2 breakage are unrelated." + "reason": "Tokenizer special-token registration bug is unrelated to ESM2 being broken." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tie_word_embeddings warning in fine-tuning is not the same as a flash-attention generation failure." - }, - { - "left": "issue:45397", - "right": "issue:45656", - "accept": false, - "reason": "DeepSpeed ZeRO3 from_pretrained and a double optimizer-step bug are different failures." - }, - { - "left": "issue:45003", - "right": "issue:43901", - "accept": false, - "reason": "Unsafe sys.modules access is unrelated to a stale docs mention of return_all_scores." - }, - { - "left": "issue:44995", - "right": "issue:45588", - "accept": false, - "reason": "GlmMoeDsa stale indexer cache and a flash_attention s_aux=None crash are different code paths." + "reason": "Warnings about tied embeddings in Qwen3.5 fine-tuning are not the same as a flash-attention generation failure." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A tied-embeddings warning in Qwen3.5 is unrelated to a stale paged-generate warning." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Import slowdown and EOS-token config mismatch are unrelated." - }, - { - "left": "issue:45292", - "right": "issue:45759", - "accept": false, - "reason": "Resize-token-embeddings behavior and from_config text_config unwrapping are different model-construction bugs." + "reason": "A stale warning in paged generation is unrelated to the Qwen3.5 tied-embeddings warning." } ] }, @@ -10974,6 +10959,7 @@ "issue:44368", "issue:44623", "issue:44661", + "issue:44734", "issue:44749", "issue:44869", "issue:44933", @@ -10996,7 +10982,9 @@ "issue:45753" ], "soft_pairs": [ + "issue:45397|issue:45656", "issue:45137|issue:45600", + "issue:43673|issue:44734", "issue:43931|issue:44368", "issue:44933|issue:45459", "issue:44869|issue:45356", @@ -11009,248 +10997,254 @@ "issue:42994|issue:43482", "issue:28282|issue:30990", "issue:44749|issue:45310", - "issue:44749|issue:45656", "issue:43475|issue:43643", + "issue:44749|issue:45656", "issue:42371|issue:45092", "issue:43475|issue:45381", - "issue:45230|issue:45397", "issue:41628|issue:44933", + "issue:45230|issue:45397", "issue:44038|issue:44623", "issue:45081|issue:45103", - "issue:45375|issue:45478", "issue:42994|issue:43525", + "issue:45375|issue:45478", "issue:43475|issue:44661", "issue:42673|issue:43704", "issue:45310|issue:45375", - "issue:43873|issue:44945", "issue:43232|issue:44188", + "issue:43873|issue:44945", "issue:41628|issue:44351", "issue:42831|issue:44222", "issue:44945|issue:45753" ], - "prepared_review_unit_hash": "5ad8238f52d315ef5643341184bd6da4fc0e064351b684cf44ea07b9362b2439", + "prepared_review_unit_hash": "ca4361975af60932dd98d84ccd4d0f07a6b813842f9668921cdd3b9c616ecbc1", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36135, - "estimated_input_tokens": 9034, - "estimated_eval_tokens": 18324 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37329, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated regressions and import/model-loading bugs; nearly all soft links look like false positives. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak reports (42673/43704).", - "confidence": 0.93, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it has an exact duplicate in 43704 and describes a concrete, reproducible Qwen3ForCausalLM VRAM leak with multiple dataloader threads.", + "summary": "Mostly a heterogeneous cluster of unrelated Transformers regressions/import/import-like breakages, but there are at least two duplicate families visible from titles alone: the Qwen3.5-Moe from_pretrained/config-field reports and the Qwen3ForCausalLM VRAM-leak reports (42673/43704). The rest are largely distinct model- or subsystem-specific bugs.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45278 is the broadest umbrella representative for this cluster because it captures the generic post-upgrade breakage theme, even though the cluster contains multiple separate subfamilies.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest issue to anchor on: it is specific, actionable, and the duplicate relationship is unambiguous from the matching title and bug description.", + "best_issue_reason": "issue:45278 is the best single representative of the overall cluster since it is the most general and least model-specific item.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different failures: gemma-4 ZeRO3 from_pretrained vs deepspeed optimizer stepping twice." + }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "Different failures: DeepSpeed ZeRO3 deque underflow vs a CI break from removed Sam3LiteText config references." + "reason": "Unrelated bugs: ZeRO3 deque pop vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache, but the concrete code paths and symptoms differ." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Unrelated bugs: Qwen3-VL-30B weight-shape mismatch vs a Qwen3.5 LoRA warning about tie_word_embeddings." + "reason": "Different model-specific issues: Qwen3-VL weight shape mismatch vs a Qwen3.5 fine-tuning warning." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Both touch tokenizer/import paths, but one is a missing import from image_utils and the other is tokenizer error masking when protobuf is absent; different root causes." + "reason": "Both are import/lookup related, but one is a missing image_utils import and the other is tokenizer error masking when protobuf is absent." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer/code paths and model families; one crashes on trailing replacement characters in Whisper decoding, the other is a Kimi-K2.5 codec/regression issue." + "reason": "Different tokenizer bugs: Whisper word-timestamp crash vs Kimi-K2.5 codec/fix_mistral_regex regression." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation internals, but one is about sync_gpus/_update_model_kwargs_for_generation and the other is a missing GenerationMixin cache during chunked_prefill." + "reason": "Both touch generation internals, but the sync_gpus/update_model_kwargs path differs from chunked_prefill cache handling." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but tokenizer metadata mismatch and processor file omission are distinct serialization bugs." + "reason": "Separate save_pretrained problems: tokenizer metadata mismatch vs processor file omission." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "One is a specific generation cache bug; the other is a broad upgrade report about many import errors, not the same underlying issue." + "reason": "Generation cache behavior is unrelated to the broad import-error regression described by 45278." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "The titles point to different problems: missing fields from trust_remote_code config loading vs ESM2 breakage; no concrete shared code path is evident." + "reason": "Different breakages: custom model initialization vs ESM2-specific regression." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Different symptom and scope: MLukeTokenizer task AttributeError vs a performance regression after upgrading transformers." + "reason": "No shared bug: MLukeTokenizer task AttributeError vs a slowdown regression after upgrade." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to DeepSpeed optimizer.step being called twice." + "reason": "Processor save_pretrained missing files is unrelated to the deepspeed double-step optimizer bug." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Saving quantized models and loading Qwen2.5-GGUF in transformers v5 are different bugs affecting different paths." + "reason": "Both involve quantized models, but saving failure and GGUF loading failure are different code paths and symptoms." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-not-found ImportError and Sentence Transformers getting stuck loading are unrelated." + "reason": "ImportError due to missing PyTorch is not the same as Sentence Transformers hanging during load." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "The first is a performance slowdown after upgrading; the second is a Qwen3.5 Moe from_pretrained error." - }, - { - "left": "issue:44749", - "right": "issue:45656", - "accept": false, - "reason": "Performance regression after upgrade vs DeepSpeed double optimizer.step; no same bug here." + "reason": "A slowdown regression and a Qwen3.5-Moe from_pretrained error are not the same bug." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 Video missing output attribute and AutoConfig trust_remote_code missing fields are different model/config failures." + "reason": "Both mention missing fields, but one is a SAM output attribute and the other is AutoConfig returning incomplete remote-code config data." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings guidance is unrelated to old InternVL2 checkpoints failing meta initialization under transformers v5." + "reason": "TF32 API guidance is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different models and defects: SAM 3 Video missing fpn_position_embeddings vs Qwen2.5-VL video position IDs being wrong." + "reason": "Different model-specific vision bugs: SAM 3 Video missing output field vs qwen2.5-vl wrong vision_position_ids." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "45230 is too generic to justify a duplicate merge with the specific gemma-4 zero3 from_pretrained issue." + "reason": "Both are import errors, but they refer to different missing symbols and different modules." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Both are import errors, but AutoImageProcessor missing import and a bad image_utils import are not the same concrete failure." + "reason": "Generic bug report vs a specific gemma-4 ZeRO3 loading regression." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe on transformers 5 vs processor.save_pretrained missing files are unrelated." + "reason": "Qwen3-VL-Moe Transformers v5 issue is unrelated to processor save_pretrained file loss." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring annotation handling crash are unrelated code paths." - }, - { - "left": "issue:45375", - "right": "issue:45478", - "accept": false, - "reason": "The former is a config-field omission in Qwen3_5MoeVisionConfig; the latter is a generic from_pretrained error. Similar family, but not clearly the same concrete bug." + "reason": "Different AttributeErrors in different subsystems: Mistral tokenizer regex patch vs auto_docstring kwargs processing." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are different loading/saving issues." + "reason": "Quantized model saving vs Llama4Config missing pad_token_id are different defects." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5-Moe regression family: one report identifies the missing deepstack_visual_indexes field, the other reports the resulting from_pretrained failure." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 Video encoder output attribute error and add-new-model-like tokenizer mapping failure are unrelated." + "reason": "SAM 3 Video output attribute issue is unrelated to add-new-model-like failing in TOKENIZER_MAPPING_NAMES." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same bug and near-verbatim title: Qwen3ForCausalLM leaks VRAM when used in multiple dataloader threads." + "reason": "Exact same title and same Qwen3ForCausalLM VRAM-leak symptom; these are the same underlying bug." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "Related model family, but one is a generic Qwen3.5 Moe from_pretrained error while the other is a specific missing config field; not enough to prove the same underlying bug." + "accept": true, + "reason": "Same underlying Qwen3.5-Moe from_pretrained/config regression: 45310 reports the failure, 45375 points to the missing config field." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to incorrect outputs under pipeline parallelism." + "reason": "Both involve generation/runtime behavior, but sync_gpus update logic and compile-time attention-kernel divergence are distinct bugs." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Generation kwargs update after sync_gpus and diverging attention kernels under torch.compile are different bugs." + "reason": "Quantization offloading issues are unrelated to pipeline-parallelism output errors." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import failures, but AutoImageProcessor and HybridCache are different symbols with different root causes." + "reason": "Both are import failures, but AutoImageProcessor and HybridCache are different symbols with different causes." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy degradation and FP8 save_pretrained problems are distinct issues." + "reason": "FP8 accuracy regression and FP8 save_pretrained bug are different problems." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output corruption and a Qwen3_5 infinite loop on a specific image are different failure modes." + "reason": "Pipeline-parallel output correctness issue is unrelated to the Qwen3_5 infinite-loop report." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly duplicated pair is issue:42673 / issue:43704, which have identical titles and matching descriptions. The remaining soft-edge verdicts are conservative and based on visible title-level differences rather than overstated root-cause claims." + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but it overstates one point: saying the only clear duplicate family is the Qwen3.5-Moe from_pretrained/config-field regression is not supported by the packet, since issue:42673 and issue:43704 have the exact same title about the Qwen3ForCausalLM VRAM leak and also look like a duplicate family. That makes the summary insufficiently precise. The rest of the soft-edge rejections are generally conservative, but this factual overclaim is enough to reject." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -11324,13 +11318,13 @@ "issue:43232|issue:44792", "issue:42175|issue:45712", "issue:36010|issue:41628", - "issue:43673|issue:44188", "issue:43377|issue:44242", + "issue:43673|issue:44188", "issue:44038|issue:45310", "issue:43526|issue:45561", "issue:44496|issue:45561", - "issue:43504|issue:45561", "issue:44964|issue:45137", + "issue:43504|issue:45561", "issue:42898|issue:44568", "issue:42175|issue:44933", "issue:43479|issue:44869", @@ -11350,220 +11344,220 @@ "issue:42898|issue:44779", "issue:43874|issue:45092" ], - "prepared_review_unit_hash": "7e66ce1e0a33d6e9ffbf69a3d07f2083629c39773d4a1235a77356ea6f0c1a5b", + "prepared_review_unit_hash": "487a4e8ec20d7c8ca124bf34c557458b6806a427a3a6a40d76ee35bfc0738cd8", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37054, - "estimated_input_tokens": 9264, - "estimated_eval_tokens": 18784 + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated regressions across tokenizers, multimodal models, packaging, generation, and test infra. The soft-similarity edges are mostly superficial (same model family or same v5 era) rather than the same underlying bug, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out; the items do not converge on one shared failure mode or code path.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues with a few superficial v5/tokenizer/model-loading similarities. I did not find any soft pair that looks like the same underlying bug.", + "confidence": 0.31, + "canonical_issue_reason": "issue:42898 is the broadest user-facing regression here and best captures the tokenization/v5 behavior-change theme, though the cluster as a whole is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "No best representative issue: the cluster spans multiple unrelated bugs, so any single issue would be misleading as a canonical target.", + "best_issue_reason": "issue:42898 is the most representative issue to anchor the cluster because it is a clearly scoped, high-signal v5 tokenizer regression; the rest are largely separate bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Both are multimodal/model-related, but one is a VitPose breakage and the other is a Gemma 4 mm_token_type_ids defaulting issue; different bugs and code paths." + "reason": "Different model families and failure modes; vitpose breakage is not the same as Gemma 4 multimodal token defaults." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both mention MoE/Qwen and save/from_pretrained, but one is FP8 saving and the other is a from_pretrained load failure; not the same fix." + "reason": "Same broad Qwen/MoE area, but one is FP8 save_pretrained and the other is from_pretrained construction; different code paths." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure and missing Qwen2_5_VLForConditionalGeneration import are unrelated problems." + "reason": "Quantized model saving failure vs import error for a model class; unrelated bugs." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to a janus image-generation test failure." + "reason": "Generation kwargs/sync_gpus issue is unrelated to the Janus image-generation test failure." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging/backend dependency selection is unrelated to leftover dummy class leakage in repo checks." + "reason": "Packaging/backend-extra availability is unrelated to leftover dummy classes leaking into dir()." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different subsystems; not one underlying bug." + "reason": "Both are import errors, but for different symbols and different missing-export problems." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Chunked prefill cache handling and torch.compile attention divergence are separate generation/attention issues." + "reason": "MIMI padding-mask correctness is unrelated to MoE load-balancing loss being omitted." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "MIMI padding-mask batching bug and MoE load-balancing loss behavior are unrelated." + "reason": "Chunked prefill cache issue and torch.compile attention-kernel branching are different defects." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same general Qwen/Moe family, but one is a transformers 5.0 compatibility issue and the other is a specific from_pretrained regression in 5.4.0." + "reason": "Both touch Qwen3-VL/Qwen3.5-MoE compatibility, but they are different model/version regressions and different symptoms." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "BEiT label reduction bug and pytest-xdist file race are unrelated." + "reason": "BEiT label reduction bug is unrelated to the xdist captured-info race." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model config and captured_info.txt xdist race have no shared code path." + "reason": "Unrecognized model/config loading failure is unrelated to the test infrastructure race." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Legacy field loading for BEiT segmentation is unrelated to the testing-utils file race." + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque pop are unrelated." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are different failure modes." + "reason": "Legacy-field BEiT loading bug is unrelated to the xdist file race." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one concerns cleanup-space behavior and the other BOS/EOS insertion for mdeberta; distinct bugs." + "reason": "Both are tokenizer regressions in v5, but they affect different behaviors and different model/tokenizer code paths." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "TensorFlow backend packaging and a nonexistent image_utils import are unrelated." + "reason": "Backend install extras are unrelated to a missing import from image_utils." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4MultimodalConfig default handling does not match Whisper timestamp decode crashing." + "reason": "Default config initialization bug is unrelated to Whisper timestamp decoding crash." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers loading hang and embedding reinitialization after resize are unrelated." + "reason": "Loading hang and post-init embedding reinitialization are different problems." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and an import from image_utils are not the same bug." + "reason": "Python-version compatibility issue is unrelated to the missing image_utils import." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config default initialization and ModelOutput None-key assignment are separate object-model issues." + "reason": "Config-default handling and ModelOutput key assignment are separate bugs." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is Granite token ID corruption; different root causes." + "reason": "Both are v5 tokenizer regressions, but one is a cleanup-space behavior change and the other is wrong Granite token IDs; not the same bug." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Import errors in different packages/models; no evidence they share a single missing symbol or fix." + "reason": "Sentence-transformers import NameError and Qwen2.5-VL import error are unrelated import-path failures." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." + "reason": "Attention-kernel divergence under compile is unrelated to a docstring typo." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Training/eval dtype drift and ZeRO3 deque underflow are unrelated." + "reason": "Embedding dtype drift during eval is unrelated to the ZeRO3 deque error." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing processor.save_pretrained files and Qwen3.5 MoE loading failure are different operations and likely different fixes." + "reason": "Missing processor save files and Qwen3.5-MoE from_pretrained error are different save/load paths with different causes." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV cache continuation crash in serve is unrelated to auto_docstring annotation handling." + "reason": "KV-cache continuation crash is unrelated to the auto_docstring annotations AttributeError." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow status reporting and DeepSpeed OOM are unrelated training issues." + "reason": "MLFlow failure reporting and DeepSpeed OOM are unrelated training issues." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer load failure and add_special_tokens BOS/EOS regression are distinct tokenizer problems." + "reason": "Tokenizer loading failure in v5 and BOS/EOS not added for mdeberta-v3 are different tokenizer bugs." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but tied-weights warnings and missing tensor-parallel plan are different code paths and fixes." + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are unrelated architecture/setup issues." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but the Kimi codec/regex warning issue is different from clean_up_tokenization_spaces behavior." + "reason": "Both are tokenizer regressions, but the Kimi-K2.5 codec/warning issue is distinct from clean_up_tokenization_spaces behavior." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "DeepSeek token ID regression is model-specific and not the same underlying bug as clean_up_tokenization_spaces changes." + "reason": "Deepseek tokenizer output regression is a different tokenizer bug from the clean_up_tokenization_spaces change." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch count method and remote-code meta-init incompatibility are both multimodal-related but not the same defect." + "reason": "GLM46V missing image-patch helper and InternVL2 meta-init incompatibility are different multimodal model issues." } ] }, @@ -11654,8 +11648,8 @@ "issue:43232|issue:45834", "issue:43723|issue:44977", "issue:28282|issue:30333", - "issue:44222|issue:44484", "issue:30333|issue:35141", + "issue:44222|issue:44484", "issue:44297|issue:45310", "issue:44263|issue:45092", "issue:44263|issue:44360", @@ -11664,260 +11658,260 @@ "issue:44373|issue:44485", "issue:44295|issue:44623", "issue:43723|issue:44871", - "issue:45092|issue:45357", - "issue:43723|issue:44991", "issue:44261|issue:45092", + "issue:43723|issue:44991", + "issue:45092|issue:45357", "issue:30990|issue:38175", "issue:43723|issue:44442", "issue:41628|issue:43824", - "issue:43479|issue:44913", "issue:39401|issue:44568", + "issue:43479|issue:44913", "issue:42831|issue:45310" ], - "prepared_review_unit_hash": "5f9ddc6f808e55b9d1d4901eb44b8d8089d765c68c264670e38726d8c5b1f97c", + "prepared_review_unit_hash": "35ce6dfd724ee4a765ee0b0fa24405d8738c0997988d751bcbaa1167017ef818", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38258, - "estimated_input_tokens": 9565, - "estimated_eval_tokens": 19386 + "serialized_chars": 38264, + "estimated_input_tokens": 9566, + "estimated_eval_tokens": 19388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. There is a recurring Transformers v5 loading/tokenizer/import theme, but the soft pairs are still too model- or bug-specific to treat as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43723 is the broadest representative of the repeated loading/tokenizer regression theme in this set; it is the closest umbrella issue among mostly unrelated reports.", + "summary": "This cluster is heterogeneous and does not contain a safe duplicate group; the soft pairs mostly share broad themes like imports, tokenizer loading, save_pretrained, or v5 regressions, but not the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "No safe canonical issue: the items span unrelated model-, tokenizer-, config-, save_pretrained-, generation-, and training-path bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the best global representative because it captures the common v5 tokenizer-loading symptom seen across several nearby issues, even though the cluster is not truly cohesive.", + "best_issue_reason": "issue:43723 is the closest representative because it is a concrete v5 tokenizer-loading regression, but it still does not cover the rest of the mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Unrelated: PEFT version pinning vs leftover dummy classes leaking into __dir__." + "reason": "Unrelated: one is a PEFT version pin/release issue, the other is leftover dummy-class cleanup and torch-less exports." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both mention output behavior changes, but one is tokenization cleanup semantics and the other is Pegasus output drift; different bugs/code paths." + "reason": "Both mention v5 output changes, but one is tokenization cleanup behavior and the other is a model-specific generation discrepancy." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Different subsystems: missing image_utils import vs dummy PT classes cleanup." + "reason": "Both are import/export problems, but they concern different symbols and different root causes." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer read error is unrelated to Deepspeed optimizer step duplication." + "reason": "Different code paths: position_ids buffer access vs deepspeed causing a double optimizer step." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer_class metadata mismatch." + "reason": "Both involve save_pretrained, but one is MoE FP8 saving and the other is tokenizer metadata mismatch." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config metadata bug is unrelated to optimizer stepping behavior." + "reason": "Tokenizer save metadata bug is unrelated to optimizer stepping with deepspeed." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Different initialization problems: default vision/audio config handling vs junk non-persistent buffers." + "reason": "Both are initialization/config-related, but one is Phi4Multimodal defaults and the other is non-persistent buffer initialization." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Unsupported center arg in a feature extractor is unrelated to auto_docstring annotation handling." + "reason": "Different areas entirely: feature-extractor regression vs auto-docstring crash with future annotations." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both touch save_pretrained, but one is FP8 MoE saving and the other is processor file export completeness." + "reason": "Both mention save_pretrained, but processor file saving and MoE FP8 saving are not the same bug." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is not the same as missing files from processor.save_pretrained." + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to processor.save_pretrained missing files." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "Both touch training, but MLflow reporting on failure and compute_loss signature mismatch are different failures." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "One is missing transformers.onnx, the other is missing PyTorch for AutoModel; both are import errors but different dependencies." + "reason": "Both are import errors, but for different missing modules and different causes." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Missing AutoImageProcessor export and missing is_offline_mode export are different import regressions." + "reason": "Different missing imports from different packages; no shared underlying defect." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow tracking issue is unrelated to model loading regression for Llama 3.2 Vision." + "reason": "MLflow failure reporting is unrelated to a model-loading regression for Llama 3.2 vision." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs/sync_gpus bug is unrelated to Kosmos2.5 OCR index error." + "reason": "Both involve generation-related code, but the reported failures are different and model-specific." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation failure are different symptoms and code paths." + "reason": "Tokenizer loading in v5 is not the same as Qwen3.5 flash-attention generation failure." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "PyTorch import error is unrelated to MLflow job reporting after failure." + "reason": "Different symptoms and subsystems: PyTorch import missing vs MLflow tracking after failed training." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "FP8 MoE save_pretrained bug is unrelated to max_shard_size behavior question." + "reason": "Training-job reporting and embedding resize/reinit are unrelated defects." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Training-job reporting and token-embedding resize reinitialization are unrelated." + "reason": "save_pretrained FP8 MoE bug is unrelated to the max_shard_size default question." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer_class metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer config save mismatch is not the same as Qwen3.5 MoE from_pretrained loading failure." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return-value issue in DSA indexer is unrelated to remote-code meta-initialization incompatibility." + "reason": "Both involve model internals, but the DSA indexer split issue is unrelated to InternVL2 meta-init compatibility." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "DSA indexer split behavior and missing ReLU are different implementation concerns." + "reason": "Same broad DSA area, but the torch.split return-values bug and missing ReLU are different code changes." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "API request rejection at /v1/chat/completions is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Different serving failures: chat/completions request handling vs Gemma4Processor missing _tokenizer." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Batched apply_chat_template crash is unrelated to auto_docstring annotation parsing." + "reason": "Qwen2_5_VL batched chat-template crash is unrelated to the auto_docstring annotations crash." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring mismatch for position_ids is unrelated to GLM-5 RoPE implementation behavior." + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE is an implementation bug." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer read error is not the same as missing processor save files." + "reason": "Buffer registration/read error is unrelated to processor.save_pretrained missing output files." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression and eos_token_id config inconsistency are different bugs." + "reason": "Tokenizer load regression and eos_token_id inconsistency are separate problems." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Remote-code meta-init incompatibility is unrelated to incorrect visual encoder keys in save_pretrained." + "reason": "MLA precision/config discussion is unrelated to InternVL2 meta-initialization compatibility." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading failures, but they are model-specific and not clearly the same underlying bug or code path." + "reason": "Both are tokenizer-loading complaints, but for different models and likely different root causes." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "MLA rms_norm_eps precision issue is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "Old remote-code meta-init incompatibility is distinct from saving incorrect visual encoder keys." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading stall and SigLIP2 zero-probabilities are different model/runtime problems." + "reason": "Sentence-transformers loading stall and SigLIP2 zero probabilities are not the same bug." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "AutoTokenizer loading failure and FastSpeech2ConformerTokenizer loading failure are separate model-specific issues." + "reason": "AutoTokenizer loading failure for one model is unrelated to FastSpeech2ConformerTokenizer loading failure for another model." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Missing AutoImageProcessor export and missing Qwen2_5_VLForConditionalGeneration export are distinct import problems." + "reason": "Both are import-name errors, but they target different exported symbols with different fixes." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Config defaulting for multimodal vision/audio settings is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Qwen3 offset_mapping correctness is unrelated to mdeberta add_special_tokens behavior." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Qwen3 offset_mapping bug and mdeberta add_special_tokens BOS/EOS regression are different tokenizer issues." + "reason": "Phi4Multimodal default subconfigs and GPTNeoX rotary_pct reload behavior are separate configuration bugs." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "FP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained loading failure." } ] }, @@ -11993,8 +11987,8 @@ "soft_pairs": [ "issue:42886|issue:42994", "issue:44263|issue:44373", - "issue:43756|issue:44060", "issue:42757|issue:45278", + "issue:43756|issue:44060", "issue:42831|issue:44038", "issue:43232|issue:45593", "issue:43576|issue:43784", @@ -12007,9 +12001,9 @@ "issue:30990|issue:33357", "issue:43232|issue:44743", "issue:42907|issue:44945", + "issue:41628|issue:45278", "issue:43976|issue:44945", "issue:44704|issue:45290", - "issue:41628|issue:45278", "issue:39401|issue:44488", "issue:44295|issue:44297", "issue:43784|issue:45600", @@ -12023,220 +12017,220 @@ "issue:43116|issue:45200", "issue:29127|issue:30990" ], - "prepared_review_unit_hash": "078964e66a20dc5d992f43fbc5e7f2def0daac3096bc9d4c1d2ef07328a0b759", + "prepared_review_unit_hash": "51bb5a0f8cace2378c2ce6df79f57e539e5dfff78f4c8b232a3a2043aede74cf", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36540, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "serialized_chars": 36541, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated tokenizer, import, multimodal, quantization, generation, and model-specific bugs. All soft edges should be rejected. If forced to choose a representative issue, 45278 is the broadest import-regression report, but it is only a loose umbrella fit.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella report in the cluster, covering the shared \"import errors after upgrade\" theme better than the narrower crash/failure reports; however, the cluster is still too mixed for a strong canonical match.", + "summary": "This is a heterogeneous set of unrelated Transformers issues spanning tokenizers, imports, generation, multimodal/chat templates, model-specific bugs, and documentation. There is no clear single duplicate cluster or canonical artifact; all soft edges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most general and representative of the repeated version-upgrade/import-regression pattern, making it the best available issue anchor for this noisy cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer-cache failure vs quantized/dequantized model saving; different failure modes." + "reason": "One is an offline tokenizer cache-loading failure; the other is a quantized model saving failure." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "DSA indexer arithmetic bug vs docstring complaint; not the same underlying issue." + "reason": "torch.split return handling in a GLM MoE indexer is unrelated to a position_ids docstring error." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs Qwen3-Next tied-weights warning; different models and code paths." + "reason": "Both involve imports, but one is a specific missing hub symbol and the other is broad upgrade-related import breakage." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Specific `is_offline_mode` import error vs broad upgrade-time import failures; too general to be a duplicate." + "reason": "Different model-specific bugs: RoPE layer dropping versus a tied-weights warning issue." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug; unrelated symptoms and subsystems." + "reason": "FineGrainedFP8 accuracy regression is unrelated to the Qwen3-VL-Moe bug." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs/sync bug vs D-FINE auxiliary-loss issue; unrelated functionality." + "reason": "Generation sync_gpus kwargs handling and D-FINE auxiliary loss behavior are different code paths." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "`transformers env` command breakage vs sentence-transformers import NameError; different surfaces." + "reason": "A broken env CLI command is not the same as an import-time NameError in sentence-transformers." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy degradation vs Qwen3_5 image infinite loop; unrelated bugs." + "reason": "FP8 accuracy problems and a Qwen3_5 image-specific infinite loop are distinct issues." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading problem vs tokenizer decoder-type mismatch in v5; distinct tokenizer regressions." + "reason": "Offline cache loading failure is unrelated to tokenizer decoder type changes in v5." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing `transformers.onnx` module vs added-space tokenizer behavior; not the same bug." + "reason": "Missing transformers.onnx import and extra space after added token are unrelated tokenizer/package issues." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings warning vs torch.split/indexer issue; unrelated." + "reason": "TF32 configuration guidance is unrelated to a torch.split return-value bug." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Version-to-version tokenization differences vs multimodal assistant-mask bug; different code paths." + "reason": "Tokenization differences across versions and multimodal assistant mask generation are different bugs." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor kwargs passthrough; different API layers." + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding affect different APIs." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang vs MacOS bus error; both are runtime failures but not the same underlying cause." + "reason": "Sentence-Transformers loading hangs and a MacOS bus error on CLIP are not the same failure mode." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Generation kwargs update bug vs recurrent-state reset in modular qwen3_5; different issues." + "reason": "Both mention generation/cache, but one is sync_gpus bookkeeping and the other is Qwen3.5 recurrent state reset." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized-save failure vs incorrect pipeline-parallel output; unrelated." + "reason": "Saving dequantized models and pipeline-parallel incorrect output are separate problems." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Single missing AutoImageProcessor import is not the same as broad import errors after a version upgrade." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python support/version issue vs pipeline-parallel output corruption; not a duplicate." + "reason": "Python version compatibility and pipeline parallelism output errors are unrelated." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor kwargs forwarding vs chat-template crash with tool calls; different failure paths." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "Single `AutoImageProcessor` import error vs broad many-import-errors report; only a loose thematic overlap." + "reason": "Passing kwargs to cached_file and crashing on assistant tool-call messages are different apply_chat_template/processor paths." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 offset-mapping bug vs model load failure for `cjvt/sleng-bert`; unrelated tokenizer/model problems." + "reason": "Wrong tokenizer offset mapping and failure to load a specific model are unrelated tokenizer/model-loading issues." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "`position_ids` buffer access error vs tokenizer_class mismatch on save; separate serialization/runtime bugs." + "reason": "Reading registered position_ids buffers and tokenizer_class mismatch on save_pretrained are different bugs." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import NameError in sentence-transformers vs CI break from removed Sam3LiteText configs; unrelated." + "reason": "A missing nn import in sentence-transformers is unrelated to stale Sam3LiteText config references." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenization differences across versions vs batched chat_template crash with padding=False; different tokenizer paths." + "reason": "General tokenization differences and a batched chat-template padding crash are distinct issues." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Quantized model save failure vs invalid GenerationConfig; unrelated." + "reason": "Dequantized model saving and invalid GenerationConfig for GLM-5 are not the same failure." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Model-type mismatch warning vs missing attribute on SAM 3 video output; related family, but different concrete bug." + "reason": "The model-type warning and the missing fpn_position_embeddings attribute are separate SAM 3 problems." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "MLA q_a_layernorm precision issue vs docstring issue; not the same bug." + "reason": "A numerical precision/config issue is unrelated to a wrong docstring." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Missing ReLU in DSA indexer vs GLM-5 RoPE implementation discussion; different models/code paths." + "reason": "DSA indexer activation choice and GLM-5 RoPE implementation are different model components." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Qwen3 offset-mapping bug vs multimodal assistant-mask bug; different tokenizer behaviors." + "reason": "Tokenizer offset mapping and multimodal assistant masks do not describe the same bug." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation vs flash-attention-3 degenerate training; unrelated." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example-script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting; different issues." + "reason": "Example script multi-label behavior and Gemma 4 token_type_ids defaults are different training issues." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs sentence-transformers loading hang; unrelated." + "reason": "LayoutLMv3 error clarity and Sentence Transformers loading hangs are unrelated." } ] }, @@ -12325,252 +12319,258 @@ "issue:43493|issue:45753", "issue:43122|issue:44977", "issue:42907|issue:44222", - "issue:43784|issue:45446", "issue:43992|issue:44704", + "issue:43784|issue:45446", "issue:38617|issue:45278", "issue:42673|issue:45072", "issue:43937|issue:44485", "issue:22355|issue:29127", "issue:42222|issue:43441", - "issue:43064|issue:43673", "issue:42371|issue:43874", + "issue:43064|issue:43673", "issue:43976|issue:45446", "issue:43116|issue:43493", "issue:44075|issue:44936", - "issue:44038|issue:45478", "issue:43116|issue:43825", + "issue:44038|issue:45478", "issue:44222|issue:45478", "issue:45083|issue:45446", "issue:43937|issue:45563", "issue:39401|issue:44779", "issue:33453|issue:39401" ], - "prepared_review_unit_hash": "940067983cef60e7a999e1f4a70cf0a5c3c3f2f169ed066e735ca6eb4d4b4a2c", + "prepared_review_unit_hash": "e31a2f4be78e378c9b2c6df8112d7b8d641d976e79b1c58db2f37356597311f9", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37380, - "estimated_input_tokens": 9345, - "estimated_eval_tokens": 18946 + "serialized_chars": 37376, + "estimated_input_tokens": 9344, + "estimated_eval_tokens": 18944 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers v5 regressions, import errors, tokenizer issues, and model-specific bugs. The soft pairs share broad subsystem/version themes, but none look like the same concrete defect. If an anchor is needed, issue 45278 is the broadest umbrella for the import/regression family.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-style report here (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d), so it is the best anchor for the cluster even though the others are not true duplicates of it.", + "summary": "This cluster is a grab bag of mostly unrelated Transformers v5 regressions, import errors, tokenizer changes, and model-specific bugs. The soft pairs share broad themes in a few places, but none are strong enough to treat as the same underlying defect.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster: it explicitly aggregates multiple import errors after upgrading to 5.5.0, which matches the cluster\u2019s dominant regression/import-breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best represents the shared v5 regression/import-breakage theme and is the most likely place to consolidate follow-up links.", + "best_issue_reason": "Issue 45278 is the best single issue to anchor the cluster because it is the most umbrella-like and likely to subsume nearby import-regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they involve different models and different failure modes; not the same bug." + "reason": "Both are tokenizer regressions in v5, but they affect different models and describe different failure modes; not enough evidence of one shared code-path bug." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "One is save_pretrained for dequantized Ministral/Devstral models, the other is loading Phi-4 multimodal; different code paths and symptoms." + "reason": "One is about saving dequantized Ministral/Devstral models, the other about loading Phi-4 multimodal; different model families and operations." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe breakage vs tokenizer_config save mismatch; only loosely related by serialization, not the same defect." + "reason": "Qwen3-VL-Moe load/regression versus tokenizer_config save_pretrained mismatch; unrelated symptoms and code paths." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different bugs: model loading/runtime issue vs reading a registered position_ids buffer." + "reason": "A model loading/regression issue versus a position_ids buffer read error; not the same bug." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Save/dequantization failure and gguf_file load failures are distinct problems." + "reason": "Saving a dequantized model and broken gguf loading are both from_pretrained/save-pretrained adjacent, but the concrete failures are different." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug and example-script multi-label classification issue are unrelated." + "reason": "Tensor-parallel training bugs and multi-label example-script output issues are unrelated." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different root causes." + "reason": "Both are import errors, but for different missing symbols and likely different packaging/export regressions." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Different Qwen/Moe-related issues: one is loading/model support, the other is FP8 save_pretrained behavior." + "reason": "Different model-specific save/load bugs; no clear shared failing code path." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but one is from huggingface_hub and the other is a transformers symbol; not the same bug." + "reason": "Missing is_offline_mode and missing HybridCache are separate import/export breakages." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 and save/load regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure." + "reason": "Both involve Qwen3.5 and v5.4+, but one is a bad saved checkpoint and the other is a from_pretrained error; not enough to unify them." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is decoder type selection and the other is incorrect tokenization outputs; not the same concrete issue." + "reason": "Wrong tokenizer decoder type and Deepseek tokenization mismatch are distinct tokenizer regressions." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift in eval and incorrect pipeline-parallel output are different training/inference bugs." + "reason": "A dtype drift between train/eval and incorrect output under pipeline parallelism are different training/runtime issues." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop behavior are unrelated model-specific bugs." + "reason": "SigLIP2 implementation mismatch and a Qwen3_5 image infinite loop are unrelated model bugs." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenization regression vs flash-attention generation failure; too different to merge." + "reason": "Tokenizer regression versus flash-attention generation failure; different subsystems and symptoms." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Save/dequantization failure and FP8 save_pretrained bug affect different models and mechanisms." + "reason": "Both mention saving, but one is dequantized model saving and the other is FP8 MoE save_pretrained; different mechanisms." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Importing sentence-transformers with transformers vs a PyTorch version check in flex_attention are unrelated import/runtime issues." + "reason": "Both touch from_pretrained flows, but one is missing weights in UMT5Encoder and the other is kwargs not reaching cached_file; not the same bug." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "Missing embed_tokens.weight during from_pretrained and cached_file kwargs propagation are different loader bugs." + "reason": "Sentence-transformers import failure and a PyTorch version check bug in flex_attention are unrelated." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "45278 is an umbrella report about many import errors, but 38617 is one specific missing import; not enough evidence they are the same defect." + "reason": "A specific missing import symbol and a broad upgrade-wide import regression are not the same concrete defect." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-dataloader threads and bfloat16 dtype mismatches are unrelated." + "reason": "VRAM leakage in Qwen3ForCausalLM multi-threaded use and bfloat16 dtype mismatches in CI are unrelated." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation discussion are not the same bug." + "reason": "GenerationConfig validation failure and GLM-5 RoPE discussion are different GLM issues." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Module import failure for transformers.onnx and a LayoutLMv3 error-message clarification request are unrelated." + "reason": "An import path failure for transformers.onnx and a LayoutLMv3 error-message clarity issue do not match." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral-3 flash-attention failure are different model-specific regressions." + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific bugs." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Wrong optimizer states under FSDP2/PEFT and missing GenerationMixin cache during chunked_prefill are distinct training vs generation bugs." + "reason": "TF32 API guidance and a missing image patch helper are different concerns." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "TF32 API guidance and a missing image-patch helper are unrelated." + "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache missing are separate training/runtime bugs." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility issue and a flex_attention import check bug are different problems." + "reason": "Python version support regression and an AuxRequest import version-check bug are different compatibility issues." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label classification failure and SigLIP2 implementation mismatch are unrelated." + "reason": "Example-script multi-label output failure and SigLIP2 implementation mismatch are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Unused SGD args and trainer.evaluate() failing after trainer.train() are different training bugs." + "reason": "SGD args ignored and trainer.evaluate failing after train are different trainer bugs." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "An example-script multi-label bug and a pipeline() error-message issue are not the same underlying problem." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen/Moe and from_pretrained, but they target different model variants and likely different failure points." + "reason": "Both are Qwen3.5/Qwen-MoE adjacent, but they report different failures in different APIs; too weak to merge." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained for moe models and Qwen3.5 from_pretrained loading error are not the same code-path problem." + "reason": "FP8 save_pretrained MoE and Qwen3.5 from_pretrained error are distinct save/load failures." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A feature-extract length helper issue and a version-check import bug are unrelated." + "reason": "A Qwen3 Omni helper-function behavior bug and a flex_attention import version check are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." + "reason": "Invalid GenerationConfig and a stale paged generate warning are different generation-path issues." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is Qwen3 offset mapping and the other is Deepseek tokenization output; different bugs." + "reason": "Both are tokenizer regressions, but they affect different models and are described as different offset/tokenization failures." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Regression in tokenizer loading and Qwen3 wrong offset_mapping are related only at a high level; not the same concrete issue." + "reason": "Tokenizer loading regression and Qwen3 tokenizer offset_mapping bug are separate issues." } ] }, @@ -12660,8 +12660,8 @@ "issue:42673|issue:43582", "issue:44484|issue:45310", "issue:42371|issue:44261", - "issue:43408|issue:43742", "issue:42222|issue:45542", + "issue:43408|issue:43742", "issue:44933|issue:45278", "issue:42617|issue:45341", "issue:42673|issue:43577", @@ -12675,20 +12675,20 @@ "issue:43012|issue:43577", "issue:43673|issue:45341" ], - "prepared_review_unit_hash": "3c3b8861ebae699f4b447ff816455bd01e381a99f58712966bb5589f15370e4c", + "prepared_review_unit_hash": "384aff5a5e749320365e8611e9cb567e5e544f30cc5cbde81531d58120287e8f", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36485, + "serialized_chars": 36487, "estimated_input_tokens": 9122, "estimated_eval_tokens": 18500 }, @@ -12697,186 +12697,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: import/API regressions, tokenizer bugs, model-loading issues, flash-attention problems, and testing-utils failures. None of the soft pairs look like the same underlying bug/change, so they should stay separate; the broadest issue is only useful as an umbrella reference.", - "confidence": 0.41, - "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it explicitly covers multiple import failures after upgrading to v5.5.0, which is the closest match to the cluster\u2019s import/API regression theme.", + "summary": "This set is mostly a loose collection of unrelated Transformers issues; the only strong commonality is that several touch tokenizer/import/regression areas, but none of the soft pairs are the same underlying bug or change.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set (multiple import errors after upgrading 4.57.0\u21925.5.0) and is the best representative of the shared regression/import-breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best represents the cluster because it is the most general, latest, and user-facing issue about widespread breakage after a version bump, with room to subsume several import-related reports.", + "best_issue_reason": "issue:45278 is the most general, user-facing, and triage-worthy issue here; it can plausibly subsume nearby import-regression reports better than the narrower, model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Both are runtime failures, but one is a tokenizer-mapping assumption bug and the other is a flash-attention crash on s_aux=None; different code paths and fixes." + "reason": "Both are crashes, but one is a tokenizer mapping lookup problem and the other is a flash-attention path AttributeError; different code paths and fixes." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention import version-check bug are unrelated changes in different subsystems." + "reason": "Docs still referencing pipeline() and a flex_attention version-check bug are unrelated." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 invalid GenerationConfig and Qwen3.5 flash-attention generation failure are distinct model/config issues, not the same bug." + "reason": "Both involve Qwen3.5 generation, but one is invalid GenerationConfig loading and the other is flash-attention runtime behavior; not the same bug." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "A VRAM leak in Qwen3ForCausalLM threads and an isolated reproduction of a different issue are not the same underlying defect." + "reason": "A VRAM leak in dataloader threads and an isolated reproduction of another issue are not the same concrete problem." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A PEFT version pin problem and a flex_attention PyTorch version check are unrelated dependency/version issues." + "reason": "A PEFT version pin problem and a PyTorch version check bug are unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized in init_empty_weights and PreTrainedConfig type checking are separate v5 compatibility regressions." + "reason": "Both are v5 regressions, but they hit different APIs and failure modes: init_empty_weights loading vs PretrainedConfig type checking." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video batch shape handling and a torchvision-missing crash in AutoProcessor affect different APIs and failure modes." + "reason": "Batched video processor shape handling and missing torchvision crash paths are distinct." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A testing_utils bug and an xdist race on captured_info.txt are related only by test infrastructure, not the same bug." + "reason": "A generic testing_utils bug and a pytest-xdist race on captured_info.txt are not the same underlying defect." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and _patch_mistral_regex assuming backend_tokenizer are different tokenizer-layer bugs." + "reason": "Both are tokenizer internals, but one is a mapping-name None case and the other is a Mistral regex patch crash." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols ('layer_type_validation' vs AutoImageProcessor) and different modules." + "reason": "Separate import errors for different symbols; no evidence they stem from one missing export." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Qwen3 offset_mapping correctness and runtime post-processor updates for special tokens are distinct tokenizer behaviors." + "reason": "Offset-mapping correctness and runtime post-processor update behavior are different tokenizer bugs." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing projections in qwen3next layer 0 and Qwen3.5 MoE from_pretrained loading error are not the same code-path problem." + "reason": "Different models and different failures: missing projections in qwen3next versus Qwen3.5 from_pretrained load error." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "flash_attention_3 causing degenerate training and Qwen3.5 save_pretrained regression are separate flash-attn vs serialization issues." + "reason": "Flash-attention training degeneration and save_pretrained checkpoint regression are unrelated." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "A GPU VRAM leak and an Apple Silicon caching_allocator_warmup TypeError are unrelated runtime bugs." + "reason": "A multi-thread VRAM leak and an Apple Silicon TypeError in allocator warmup are unrelated." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Chat/completions request rejection in v5.3 and Qwen3.5 MoE from_pretrained failure are different API layers and symptoms." + "reason": "Chat/completions request validation and Qwen3.5 model loading are different problems." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 configuration behavior and MLA q_a_layernorm epsilon precision are separate numerical/config issues." + "reason": "TF32 control warnings and MLA rms_norm_eps precision issues are unrelated." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "A model-type mismatch warning for sam3_video/sam3_tracker and a key error when loading MobileLLM-125M are different loading problems." + "reason": "Broken vitpose models and missing TensorFlow backend when only tensorboard is installed are different installation/runtime issues." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Broken vitpose models and a TensorFlow backend/import packaging issue are unrelated subsystems." + "reason": "A SAM3 model-type warning and a MobileLLM key error do not share the same root cause." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A missing import from image_utils and a broad 'many import errors after update' report overlap thematically, but not enough to be the same concrete bug." + "reason": "Both mention imports, but one is a single missing image_utils export while the other is a broad post-upgrade import-breakage report." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Failure to run 3d_parallel.py and a small testing_utils bug are not the same underlying issue." + "reason": "Not the same subsystem: 3d_parallel.py execution failure versus a testing_utils bug." }, { "left": "issue:42673", "right": "issue:43577", "accept": false, - "reason": "VRAM leakage in threaded Qwen3 usage and Blip2 dtype fields staying float32 are completely different problems." + "reason": "A VRAM leak in threaded loading and a BLIP2 dtype persistence bug are unrelated." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Missing TensorFlow backend when installing torch extras and broken vitpose models are separate package/backend and model issues." + "reason": "Missing TensorFlow from a torch-only install and vitpose model breakage are not the same issue." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "An invalid GenerationConfig and an unrecognized model/config.json problem are different model-loading failures." + "reason": "A generation-config validation error and an unrecognized-model config.json error are separate load-time failures." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/utility failures: missing layer_type_validation versus an audio feature extraction issue." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD arguments not being used and optimizer.step() being called twice under deepspeed are different optimizer bugs." + "reason": "SGD arguments ignored and optimizer.step() being called twice under deepspeed are distinct optimizer bugs." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "A v5.3 chat/completions compatibility failure and Qwen3.5 streaming inference breakage are not the same request path." + "reason": "Both concern chat/completions, but one is endpoint acceptance and the other is streaming inference on a specific model." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API guidance and FineGrainedFP8 accuracy loss are distinct numerical-behavior issues." + "reason": "TF32 settings warnings and FineGrainedFP8 accuracy loss are different precision-related problems." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and changed tokenization output between versions are related to tokenizers, but they describe different defects and fixes." + "reason": "Both are tokenizer regressions, but one is a decoder-type mismatch and the other is changed tokenization output across versions." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A bfloat16 PyTorch warning during compilation and Blip2 dtype staying float32 are different dtype-handling issues." + "reason": "A bfloat16 warning during compilation and BLIP2 dtype loading behavior are not the same bug." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache missing during chunked_prefill and a testing_utils bug are unrelated code paths." + "reason": "Generation cache missing in chunked_prefill and a testing_utils bug are unrelated." } ] }, @@ -12952,8 +12958,8 @@ "soft_pairs": [ "issue:44410|issue:45478", "issue:44484|issue:45478", - "issue:43874|issue:44261", "issue:43097|issue:44493", + "issue:43874|issue:44261", "issue:44263|issue:44485", "issue:42222|issue:45459", "issue:43012|issue:43408", @@ -12962,8 +12968,8 @@ "issue:45071|issue:45542", "issue:43931|issue:44410", "issue:45003|issue:45341", - "issue:44117|issue:44987", "issue:43931|issue:44038", + "issue:44117|issue:44987", "issue:43097|issue:43452", "issue:43335|issue:45071", "issue:43986|issue:45341", @@ -12979,8 +12985,8 @@ "issue:43064|issue:44315", "issue:44410|issue:45375", "issue:38617|issue:44351", - "issue:44062|issue:44117", "issue:43097|issue:45588", + "issue:44062|issue:44117", "issue:44038|issue:44410", "issue:44704|issue:45103", "issue:43502|issue:43992", @@ -12989,244 +12995,238 @@ "issue:43824|issue:43986", "issue:43066|issue:43906" ], - "prepared_review_unit_hash": "79cc97d8bdb92d87bc4f854fbefd7b81317b3037e1248b2a0ee82c7db64f5d01", + "prepared_review_unit_hash": "7bbda4c4de4d25d90374b6ae9ab5c9ecbd59ff5d3fbbe3012fc5ea3793ebf2d9", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 39089, - "estimated_input_tokens": 9773, - "estimated_eval_tokens": 19802 + "serialized_chars": 39087, + "estimated_input_tokens": 9772, + "estimated_eval_tokens": 19800 }, "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, import errors, and model-specific loading bugs. The only clear pattern is broad v5 breakage, but the individual issues are not duplicates of one another.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43097 is the broadest user-facing regression in the set and best captures the v5 breakage theme; it is more representative than the narrower model- or component-specific reports.", + "summary": "The set is mostly a collection of distinct Transformers bug reports, not a single duplicate cluster. None of the soft-pair candidates look like the same underlying bug/change, so all should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is a strong global representative because it describes an explicit v5 API/behavior regression affecting downstream code broadly.", + "best_issue_reason": "No single issue cleanly represents this heterogeneous set; the strongest candidates are all about different bugs (imports, model loading, config, FlashAttention, training).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen/GLM-style model issues, but one is missing projections in qwen3next while the other is a Qwen3.5-MoE from_pretrained failure; different code paths and symptoms." + "reason": "Different Qwen-related failures: missing layer projections in qwen3next vs a general from_pretrained error for Qwen3.5 MoE." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Unrelated problems: save_pretrained shard sizing versus Qwen3.5-MoE loading failure." + "reason": "Unrelated topics: shard-size configuration question vs model loading failure." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Different model families and bugs: missing image-processor method versus MLA rms_norm_eps precision/config issue." + "reason": "One is an explicit API removal/regression warning; the other is a position-id key mismatch during model loading." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Both are broad v5 complaints, but one is a removed config flag and the other is unexpected position-id keys; not the same underlying bug." + "reason": "Different GLM-family bugs: missing image-processor method vs missing RMS norm epsilon in config." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Same GLM naming, but one is a torch.split/indexer bug and the other is a RoPE implementation discussion; not one fixable issue." + "reason": "Both GLM-related, but they describe different code paths: DSA indexer split handling vs RoPE implementation." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "Different subsystems: vitpose model breakage versus tokenizer protobuf error masking." + "reason": "VitPose model breakage and tokenizer/protobuf error handling are unrelated." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Both are warning-type reports, but one is bfloat16 precision warnings and the other is a SAM3 model-type mismatch warning." + "reason": "A bfloat16 precision warning is not the same as an AutoModel type mismatch warning." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to PretrainedConfig type-checking breakage." + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking regression are separate issues." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention flash attention, but one is a model-specific Ministral-3 compatibility failure and the other is training degradation in sequence classification." + "reason": "Both involve FlashAttention, but one is a Ministral-3 runtime failure and the other is degenerate training with flash_attention_3." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression is unrelated to the tensorboard-without-TF backend issue." + "reason": "PretrainedConfig typing regression is unrelated to the TensorFlow/tensorboard backend error." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen model-loading issues, but one is a weight-shape mismatch and the other is missing projections in a different model family." + "reason": "Different Qwen model families and failure modes: shape mismatch on load vs missing projections in qwen3next." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access and a testing_utils bug are separate code paths with no shared underlying defect." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils bug." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Tokenizer mapping None and a physical-intelligence/fast loading failure are not shown to be the same bug." + "reason": "Both are Qwen VL loading issues, but one is a weight-shape mismatch and the other is a Qwen3-VL-Moe-specific bug." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Both involve Qwen3-VL, but one is a weight mismatch and the other is a Qwen3-VL-Moe compatibility issue; too different to merge." + "reason": "A tokenizer mapping None regression is not the same as a specific model loading failure for physical-intelligence/fast." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Config flag removal versus gguf_file loading breakage are distinct failures." + "reason": "Tie-embeddings API removal and gguf_file loading errors affect different code paths." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to config type checking." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video-model torchvision dependency crash and a testing_utils bug do not share a concrete code-path problem." + "reason": "Video-model AutoProcessor crash without torchvision and a testing_utils bug are unrelated." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "SAM3 tracker warning and Qwen3.5 tie_word_embeddings warning are unrelated model-specific warnings." - }, - { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "Missing torchvision and shard-size behavior are unrelated." + "reason": "Different warnings in different subsystems: model-type mismatch vs tie_word_embeddings guidance." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM issues: image-processor capability bug versus torch.split return handling." + "reason": "Different GLM bugs in different components; not the same underlying defect." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "Python version compatibility and config type checking are separate concerns." + "reason": "Python-version compatibility problem and PretrainedConfig type checking are separate regressions." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and testing_utils bug are unrelated." + "reason": "Qwen3-MoE sliding-window bug has nothing to do with testing utilities." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "FlashAttention-3 training regression and categorical feature cardinality limit are unrelated." + "reason": "FlashAttention training degeneration and category-cardinality RuntimeError are unrelated." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Video-model torchvision crash and ReasoningEffort import failure affect different loading paths and dependencies." + "reason": "Both are loading-time failures, but one is torchvision availability and the other is a missing mistral_common import." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols from different packages and are not the same bug." + "reason": "Both are import errors, but for different missing symbols from different packages." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "MLA q_a_layernorm eps handling and GLM-5 RoPE implementation are separate model issues." + "reason": "Same model family, but one is a missing config epsilon issue and the other is a RoPE implementation discussion." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." + "reason": "Training/optimizer-state corruption with FSDP2+PEFT is not the same as Liger Kernel not being applied with model_init." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing qwen3next projections and missing deepstack_visual_indexes are different config/model bugs." + "reason": "Different model families and different problems: missing attention projections vs a config field being dropped." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "These are different missing imports from different APIs; same symptom, not the same underlying issue." + "reason": "Different import failures for different symbols; same general symptom, not the same bug." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer AddedToken argument collision and TOKENIZER_MAPPING_NAMES returning None are separate tokenizer code-path failures." + "reason": "API removal warning and flash_attention s_aux=None crash are different code paths." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "A v5 config removal is unrelated to quantization offloading behavior." + "reason": "Tokenizer AddedToken argument duplication and TOKENIZER_MAPPING_NAMES returning None are separate tokenizer regressions." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-Moe compatibility and qwen3next missing projections are different model-specific failures." + "reason": "Both touch Qwen models, but the concrete failures differ: Qwen3-VL-Moe vs qwen3next layer projections." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are separate utility-layer bugs." + "reason": "cached_file kwargs propagation and auto_docstring annotation handling are unrelated." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Local-files-only network leakage and UMT5Encoder missing embed_tokens.weight are unrelated loading issues." + "reason": "Offline-loading network requests and UMT5Encoder missing embed_tokens.weight are different loading bugs." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not enough to establish the same concrete bug." + "reason": "Explicit API removal and quantization/offloading behavior are unrelated." } ] }, @@ -13318,8 +13318,8 @@ "issue:44483|issue:44514", "issue:43012|issue:44683", "issue:43618|issue:44380", - "issue:43618|issue:43761", "issue:42757|issue:43824", + "issue:43618|issue:43761", "issue:38617|issue:43502", "issue:44038|issue:44230", "issue:43756|issue:44485", @@ -13339,262 +13339,262 @@ "issue:44220|issue:44655", "issue:43976|issue:44938" ], - "prepared_review_unit_hash": "e0b89f74bf1422b73d0d98caaf7e1b7ae2344551c75cba9c4d1e65fff84a4493", + "prepared_review_unit_hash": "02c9595ed667a7578a0ba8734cda07bda5e0087c7fed18d7467bac48c11387f6", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 38793, - "estimated_input_tokens": 9699, - "estimated_eval_tokens": 19654 + "serialized_chars": 38783, + "estimated_input_tokens": 9696, + "estimated_eval_tokens": 19648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All suggested soft links are false positives. The items span unrelated import errors, model-specific regressions, tokenizer/chat-template bugs, saving/loading issues, and environment compatibility problems; none appear to be the same underlying bug/change.", - "confidence": 0.96, - "canonical_issue_reason": "No safe canonical issue: the cluster is a heterogeneous mix of unrelated regressions across different models, APIs, and runtime environments.", + "summary": "This cluster is heterogeneous: mostly separate Transformers regressions across v5 API removals, loading/saving, chat templates, vision models, and quantization. The soft links are largely keyword-level similarity rather than the same underlying bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43097 is the broadest and most central v5 breakage report in the set, with inbound references and a clear API/regression angle; it is the closest thing to an umbrella issue, though the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the cluster does not cohere around one concrete code-path problem.", + "best_issue_reason": "issue:43097 is the strongest representative of the overall cluster theme, but the surrounding issues are too diverse for it to be a clean duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "Different problems: removed tie_embeddings API vs documentation drift for return_all_scores." + "reason": "Removed encoder-decoder tie API vs stale docs for return_all_scores; unrelated symptoms and code paths." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline error messaging vs saving Pipeline objects are separate code paths." + "reason": "Pipeline translation-task messaging vs pipeline save_pretrained failure; different behavior and modules." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5 loading is unrelated to save_pretrained shard-size behavior." + "reason": "Missing embed_tokens weight in UMT5 encoder vs default max_shard_size choice; not the same bug." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "FlashAttention support for Nemotron is not the same as GPT2 attention scaling being ignored under SDPA/FA." + "reason": "Flash Attention unsupported error in Nemotron vs GPT2 attention scaling ignored; different model/backend issues." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are different model-specific issues." + "reason": "xLSTM training bugs vs Bamba compile+SDPA failure; no shared concrete code-path." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "One is a bf16 warning during compile; the other is a Bamba SDPA compile failure." + "reason": "PyTorch warning on bfloat16 compile vs model failure under torch.compile; warning-only vs functional bug." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but the triggers and fixes are different and model-specific." + "reason": "Compile-time float32 warning vs tie_word_embeddings warning; same general warning theme, different cause." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated behaviors." + "reason": "Offline cache loading regression vs gradient checkpointing eval-mode restriction; unrelated." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Quantized/dequantized save failure is unrelated to a Qwen3.5 image-generation infinite loop." + "reason": "Saving dequantized models vs Qwen3.5 infinite loop on an image; entirely different bugs." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is quantized model persistence and the other is Pipeline.save_pretrained." + "reason": "Dequantized model save failure vs pipeline.save_pretrained failure; different save flows and failure modes." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FA and zero-loss sequence classification are different bugs." + "reason": "Attention scaling under SDPA/FlashAttention vs single-label classification zero loss; no overlap in code path." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model FlashAttention support issue vs Python-version compatibility failure are unrelated." + "reason": "Flash Attention support check vs Python version compatibility load failure; unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2 optimizer-state corruption is not the same as GPT2 attention scaling being ignored." + "reason": "FSDP2/PEFT optimizer state mismatch vs GPT2 attention scaling backend bug; different subsystems." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training regressions and BeitImageProcessorFast label reduction are unrelated." + "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction bug; not the same defect." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError share no concrete code path." + "reason": "Gemma3Config missing vocab_size vs Apple Silicon allocator TypeError; unrelated runtime failures." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions request rejection and batched apply_chat_template crashes are different layers and failures." + "reason": "Chat/completions request rejection vs batched apply_chat_template crash; related to chat APIs but different concrete failure." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A bf16 compile warning is not the same as a torch>=2.9 flex_attention compilation failure." + "reason": "A warning during torch.compile vs flex_attention failure on torch>=2.9; different backend issues." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP attentions missing and GPT2 attention scaling are unrelated model-output vs attention-backend bugs." + "reason": "CLIPOutput attentions assignment regression vs GPT2 attention scaling backend bug; different models and symptoms." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Both are CLIP-related, but one drops attentions and the other returns hidden_states=None; different regressions." + "reason": "Missing hub utility import vs missing model-class import; both import errors, but unrelated symbols and fixes." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Import errors from huggingface_hub vs a missing Qwen2_5_VL symbol are separate dependency/model issues." + "reason": "Attentions field no longer assigned in CLIPOutput vs hidden_states missing in CLIPVisionModel.forward; related model family, but distinct outputs and regressions." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing layer_type_validation import and unwanted API calls under local_files_only are unrelated." + "reason": "Missing configuration_utils symbol vs API requests despite local_files_only; one import regression and one network-behavior bug." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3-VL-Moe loading bug and FP8 inference support request are not the same underlying change." + "reason": "Qwen3-VL-Moe loading/bug report vs fp8 support request; feature support and bug report are not the same issue." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and GLM-5 RoPE discussion are different model-specific matters." + "reason": "Smollm3 RoPE-layer dropping bug vs GLM-5 RoPE implementation discussion; same broad topic, different models and concrete defects." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat API request validation and tool-call chat-template crashes do not share the same failing path." + "reason": "Request rejection at /v1/chat/completions vs assistant tool-call chat_template crash; different input shapes and failure points." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3-VL-Moe loading failure and sorted-state_dict load error are distinct checkpoint bugs." + "reason": "Qwen3.5-VL-Moe loading breakage vs state_dict-sorted load error; both loading related but not the same underlying bug." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat/completions request acceptance and Qwen2.5-VL vision_position_ids are unrelated." + "reason": "Chat/completions request handling vs Qwen2.5-VL video vision_position_ids bug; unrelated paths." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "A Qwen3-VL-Moe loading regression is unrelated to a Qwen3.5 image infinite loop." + "reason": "Qwen3.5-VL-Moe loading failure vs Qwen3_5 infinite loop on a specific image; different model behavior and failure mode." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch for a pipeline arg and pipeline save_pretrained failure are different issues." + "reason": "TextClassificationPipeline docs mismatch vs pipeline.save_pretrained inability; docs issue vs serialization bug." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing Gemma3Config vocab_size and missing SAM3 fpn_position_embeddings are separate attribute errors." + "reason": "Gemma3Config vocab_size attribute missing vs SAM3 vision encoder output missing fpn_position_embeddings; different model classes and attributes." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and saving Pipeline objects are not the same save path." + "reason": "Quantized model saving failure vs pipeline object save_pretrained failure; different serialization targets." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "A sorted-state_dict load error and a Qwen3.5 save_pretrained regression are different checkpoint issues." + "reason": "Sorted state_dict load error vs Qwen3.5 checkpoint corruption after save_pretrained; both checkpoint/load related but not the same defect." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Unsupported FlashAttention for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." + "reason": "Flash Attention support error vs GenerationConfig invalid for GLM-5; different validation and model-init paths." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "patchtsmixer post_init policy and GPT2 attention scaling are not the same bug." + "reason": "patchtsmixer post_init policy issue vs GPT2 attention scaling backend bug; unrelated." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Two different import errors from different packages/modules; no shared code path." + "reason": "Different missing imports from different modules ('GenerationMixin' vs 'is_offline_mode'); superficial import-error similarity only." }, { "left": "issue:43066", "right": "issue:45381", "accept": false, - "reason": "Wrong tokenizer decoder type and Qwen2.5-VL video position IDs are unrelated regressions." + "reason": "Tokenizer decoder type regression vs Qwen2.5-VL video position-id bug; different subsystems." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init restrictions are different model issues." + "reason": "Gemma3Config missing vocab_size vs patchtsmixer post_init optionality; no common bug." }, { "left": "issue:44220", "right": "issue:44655", "accept": false, - "reason": "Audio feature extraction bug and Pipeline.save_pretrained failure are unrelated." + "reason": "Audio feature extraction issue vs pipeline.save_pretrained failure; unrelated functionality." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version related, but one is a 5.1.0 compatibility claim and the other is a Python 3.14 load failure; not the same bug." + "reason": "Python 3.9+ incompatibility in 5.1.0 vs Python 3.14 load failure; different version constraints and causes." } ] }, @@ -13687,8 +13687,8 @@ "issue:43010|issue:45850", "issue:43992|issue:45478", "issue:43010|issue:43976", - "issue:44938|issue:45381", "issue:43618|issue:44077", + "issue:44938|issue:45381", "issue:44360|issue:45440", "issue:36296|issue:43575", "issue:28282|issue:33453", @@ -13700,233 +13700,236 @@ "issue:42890|issue:45600", "issue:43502|issue:44062" ], - "prepared_review_unit_hash": "9a9bb8fa1e0e538d5641e40ee0b20ec36c35d47cb5479e36c8d16d4acbd4760e", + "prepared_review_unit_hash": "ef55e5bf3bc89460b8392af2c4f15b2c31d9f523fee63981fac14780880f577a", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36295, - "estimated_input_tokens": 9074, - "estimated_eval_tokens": 18404 + "serialized_chars": 36292, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose cluster of mostly unrelated Transformers bug reports: config attribute errors, model-loading/saving regressions, import-time failures, backend-specific attention issues, and a few training/test flakes. The soft-similarity pairs are mostly title-level overlap rather than the same underlying defect.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45278 is the broadest and most central report here, covering widespread breakage after upgrading Transformers and naturally umbrellaing several import/load regressions.", + "summary": "Mostly a mixed cluster of unrelated Transformers regressions, but it does contain more than one duplicate-style pocket: the import-time slowdown pair and a separate Qwen3.5 from_pretrained pair (45310/45478).", + "confidence": 0.36, + "canonical_issue_reason": "issue:45278 is still the broadest umbrella report, but it should be treated as one representative of a larger mixed cluster rather than the only strong duplicate theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue because it is concrete, high-level, and actionable, while still reflecting the broader post-upgrade regression theme in the cluster.", + "best_issue_reason": "issue:45278 is the best single cluster anchor because it captures the broad import/load regression theme that spans the clearest soft duplicate pocket.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Different bugs and code paths: one is a torch.split return/value issue in a specific indexer, the other is a model implementation divergence in DeepseekV3MoE." + "reason": "Different bugs: a DSA indexer split behavior issue vs a DeepSeekV3MoE implementation divergence." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing-attribute errors, but they hit different configs and different missing fields; not the same underlying bug." + "reason": "Both are config-attribute errors, but for different models and different missing fields." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Unrelated model-specific failures: flash-attention support gating versus auxiliary-loss handling when denoising is off." + "reason": "Unrelated functionality: Flash Attention support for Nemotron vs auxiliary-loss handling in D-FINE." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "One is a CLIP output field regression, the other is a Qwen3.5 save_pretrained serialization bug; different subsystems." + "reason": "Different problems: CLIPOutput attentions assignment vs Qwen3.5 save_pretrained checkpoint serialization." }, { "left": "issue:44188", "right": "issue:44380", "accept": false, - "reason": "Both involve attention/backends, but one is a torch.compile branching divergence and the other is ignored scaling config in SDPA/FlashAttention." + "reason": "Both involve attention backends, but the concrete failure modes and affected code paths are different." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Completely unrelated: distributed optimizer-state corruption versus a typo in cache strategy naming." + "reason": "Unrelated: distributed optimizer-state bug vs a cache-strategy typo." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Different failures: missing Gemma3Config attribute versus MoE load-balancing loss not being added under a specific flag." + "reason": "Different areas: missing config attribute vs MoE load-balancing loss logic." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures: unsupported FA2 for one model versus tensor shape mismatch for another." + "reason": "Different model/backend issues: Flash Attention support vs Qwen3-VL weight shape mismatch." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "One is about decorating cache update methods with no_grad; the other is broad import-time breakage after version changes." + "reason": "The second is a broad import/regression report; it is not the same concrete cache-update bug." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are from model loading, but one misses embed_tokens.weight in UMT5Encoder while the other is a Qwen3.5 MoE from_pretrained regression." + "reason": "Both are from_pretrained/loading problems, but they affect different models and failure modes." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different root causes: state_dict ordering/load error versus a missing config field silently dropped by strict parsing." + "reason": "Both are model I/O issues, but one is a state_dict loading error and the other is a missing config field during save/load." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Both mention import performance, but one is a proposal to remove import * usage and the other is a general slow-import report; not the same concrete bug." + "accept": true, + "reason": "Both point to the same underlying import-time performance regression: slow `import transformers`, with 41669 identifying the likely cause and 44246 reporting the symptom." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import/compile-time failures, but they stem from different Python/version/parser issues and different modules." + "reason": "Different import/compile failures with different triggers: compiled Python files vs a torch.jit parsing issue on Python 3.13." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Different problem classes entirely: config attribute missing versus distributed training optimizer-state mismatch." + "reason": "No overlap beyond being bugs in Transformers; one is a config attribute issue and the other is distributed training state corruption." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test flakes, but one is missing set_seed in a model integration test and the other is an xdist race in captured_info.txt handling." + "reason": "Both are test instability reports, but one is seeding-related flakiness and the other is a pytest-xdist file race." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Version-related breakages, but one is Python 3.14 import failure and the other is PretrainedConfig type-checking regression." + "reason": "Different regression classes: Python 3.14 import failure vs PretrainedConfig type-checking breakage." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "One is a load failure caused by state_dict ordering, the other is an incorrect save_pretrained key mapping for Qwen3.5 visual encoders." + "reason": "Both involve loading/saving Qwen3.5-related artifacts, but the concrete bug paths differ." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Too broad to merge: a no_grad decorator change for cache updates versus a vague complaint that many models break in 5.x." + "reason": "The second is a broad complaint about 5.0 breaking many models; it is not the same concrete cache-update bug." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different Qwen-related loading issues with different symptoms and likely different fixes; not the same bug." + "reason": "Same general family of model-loading errors, but different models and different missing components." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "A cache no_grad decoration issue is unrelated to Python-version compatibility for Transformers 5.1.0." + "reason": "Different issues: cache update decoration vs Python-version compatibility failure." }, { - "left": "issue:44938", - "right": "issue:45381", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Both mention compatibility/regression, but one is Python 3.14 import failure and the other is wrong vision_position_ids in qwen2.5-vl video input." + "reason": "Different bugs: CLIP attentions output vs patchtsmixer post_init policy." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:44938", + "right": "issue:45381", "accept": false, - "reason": "Different behaviors: missing attentions assignment in CLIPOutput versus a validation rule around optional post_init in patchtsmixer." + "reason": "Both mention version-related failures, but one is a Python 3.14 import issue and the other is a Qwen2.5-VL video input positioning bug." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Completely different model logic issues: missing ReLU in a DSA indexer versus divergence from remote DeepSeekV3 implementation." + "reason": "Unrelated DSA-indexer bug vs DeepSeekV3 MoE divergence." }, { "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 a large Qwen2 model." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM during model loading." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Different loader regressions: missing PyTorch dependency error versus tokenizer-loading regression." + "reason": "Different symptoms and subsystems: missing PyTorch dependency vs tokenizer-loading regression." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "Load error from sorted state_dict is unrelated to the save_pretrained shard-size default question." + "reason": "Different model-loading bug vs a save_pretrained shard-size question." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "Different model-specific issues: CLIP attentions regression versus Qwen3.5 flash-attention generation failure." + "reason": "Different attention-related problems affecting different models and code paths." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "No shared underlying defect: CLIP output field regression versus an AMP/CUDA crash in LwDetrImageLoss." + "reason": "No meaningful overlap: CLIP attentions assignment vs an AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Unrelated failures: a flaky SAM-HQ test and an inability to load a specific multimodal model in latest Transformers." + "reason": "Different areas: flaky test seeding vs a multimodal model loading regression." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "One is a missing seed in a test suite; the other is a CI-only stale device override failure in GraniteSpeech." + "reason": "Both are CI/test issues, but they stem from different causes and are not the same bug." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Different CI failures with different causes: missing set_seed in a test and stale autogenerated mappings referencing removed configs." + "reason": "Different CI failures: one is test seeding/flakiness, the other is stale auto_mappings references." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Different bugs: local_files_only still making network requests versus AddedToken receiving duplicated special keyword arguments." + "reason": "Completely different problems: local_files_only still triggering network calls vs AddedToken constructor argument duplication." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the summary overstates the cluster shape: the packet contains at least one additional obvious duplicate-style pair (issue:45310 and issue:45478 share the same Qwen3.5 from_pretrained error title), so it is not grounded to say there is only one strong duplicate pair. Because of that overclaim, I would not accept this cluster evaluation." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13996,11 +13999,11 @@ "issue:42548|issue:44351", "issue:43010|issue:44075", "issue:44387|issue:44556", - "issue:44222|issue:45125", "issue:42890|issue:45341", + "issue:44222|issue:45125", "issue:43010|issue:43065", - "issue:43502|issue:44485", "issue:44355|issue:44749", + "issue:43502|issue:44485", "issue:45125|issue:45478", "issue:30990|issue:31795", "issue:43010|issue:43232", @@ -14033,184 +14036,190 @@ "issue:41628|issue:44355", "issue:36296|issue:43526" ], - "prepared_review_unit_hash": "6e7c1648d2b5a2990a5c0dd45290eb2a47112f8484596240ab9e5b2ed0c0e84b", + "prepared_review_unit_hash": "0f9dba16886b7a4032c0b8d801684957eaa898eb4efa9662807a4c95f927bd3f", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 40, - "serialized_chars": 38438, - "estimated_input_tokens": 9610, - "estimated_eval_tokens": 19476 + "serialized_chars": 38441, + "estimated_input_tokens": 9611, + "estimated_eval_tokens": 19478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy: several unrelated import/loading/docs/regression issues are grouped together. The only clear duplicate-looking pair is the Qwen3.5 MoE loading/tensor-parallel regression; most other soft pairs are different bugs in the same broad subsystem, not the same underlying change.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45125 is the most specific root-cause report in the only clear duplicate pair: missing `_tp_plan` for `Qwen3_5MoeForConditionalGeneration`, which plausibly explains the later `from_pretrained` failure report.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The soft edges are all false duplicates on title similarity alone; the only common thread is broad v5 regression chatter, not the same bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44556 is the closest representative of the shared theme: a concrete v5 upgrade/regression loading failure. It is still not a true duplicate hub, but it is broader and more central than the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45125 is the best representative issue because it names the concrete failing code path and likely root cause, making it the best canonical duplicate target in this cluster.", + "best_issue_reason": "issue:44556 best captures the main cluster theme of existing workflows breaking after upgrading to v5, even though the surrounding issues are not duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading-related, but one is tokenizer loading and the other is checkpoint reload after v4.57\u2192v5.x; not the same concrete bug." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload after upgrade; different failure points and likely different fixes." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Different missing top-level imports (`PreTrainedModel` vs `HybridCache`), so these are separate export regressions." + "reason": "Both are import errors, but they involve different symbols and different code paths." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "Cache update `@torch.no_grad` and SGD argument handling are unrelated bugs." + "reason": "Cache update no_grad behavior and SGD optimizer args are unrelated bugs." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 OOM/reserved-memory regression is not the same as checkpoint reload failure after upgrade." + "reason": "Int4 CUDA memory/OOM behavior is unrelated to model reload failure after upgrading." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "Both involve MoE/fp8, but one is `save_pretrained` behavior and the other is tensor-parallel model loading; different code paths." + "reason": "Both mention testing, but one is missing set_seed in a specific integration test and the other is a generic testing_utils issue." }, { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Test flakiness from missing `set_seed()` is not the same as a generic testing_utils bug." + "reason": "FP8 save_pretrained behavior and tensor-parallel _tp_plan support are different concrete problems." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Different cache-related issues: `no_grad` on cache updates vs a dummy `Conv2d` in `Sam3PixelDecoder`." + "reason": "No shared bug: one concerns cache/layer update semantics, the other a dummy Conv2d in Sam3PixelDecoder." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "`local_files_only=True` network leakage and GLM-5 RoPE implementation are unrelated." + "reason": "Compiled Python file errors and slower filtering after upgrade are unrelated." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Running compiled Python files failing is unrelated to a slowdown after upgrading Transformers." + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are different issues." }, { "left": "issue:45125", "right": "issue:45478", - "accept": true, - "reason": "Same underlying Qwen3.5 MoE loading regression: 45125 identifies the missing `_tp_plan`, and 45478 reports the resulting `from_pretrained` failure in v5.4.0." + "accept": false, + "reason": "Both are Qwen3.5 MoE loading complaints, but one is tensor-parallel plan support and the other is a broader from_pretrained regression; too little evidence they are the same bug." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "A loading hang for Sentence Transformers is not the same as documentation confusion about `input_ids` and `past_key_values`." + "reason": "SentenceTransformer loading hang and forward-doc confusion are unrelated." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both touch generation/cache internals, but they target different methods and failure modes." + "reason": "Different generation/cache bugs with different symptoms and code paths." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing `_tp_plan` for Qwen3.5 MoE and missing `deepstack_visual_indexes` in a config are different defects." + "reason": "Missing deepstack_visual_indexes in config is unrelated to missing _tp_plan for tensor parallelism." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed training jobs and tokenizer loading regression are unrelated." + "reason": "MLFlow reporting on failed training and tokenizer-loading regression are separate issues." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Unexpected API access with `local_files_only=True` is unrelated to FP8 MoE save/load behavior." + "reason": "One is offline/local file behavior, the other is FP8 save_pretrained for MoE models." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE model loading and a v4.57\u2192v5.2/5.3 checkpoint reload regression are different model/version issues." + "reason": "Both are loading regressions, but they affect different models and likely different causes." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application in `model_init` and a DSA indexer/ReLU discussion are unrelated." + "reason": "Liger kernel application and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A network/files-only bug and a nonsensical issue title are not duplicates." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FineGrainedFP8 accuracy and a missing `get_number_of_image_patches` method are different multimodal/quantization bugs." + "reason": "FP8 accuracy and a missing image-processor method are unrelated." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting failure during training is not the same as a tensor-parallel training bug." + "reason": "Training-job MLFlow reporting and tensor-parallel training are different bugs." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors and `PretrainedConfig` type-checking breakage are distinct regressions." + "reason": "Compiled-Python loading errors and PretrainedConfig type checking are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both are FP8/MoE-related, but one is `save_pretrained` and the other is inference support for Qwen3-VL/Qwen3.5; not the same bug." + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other inference support; not the same concrete bug." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors are unrelated to saving pipeline objects." + "reason": "Compiled file errors and inability to save Pipeline objects are distinct issues." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing `pipeline()` and the placeholder `racoon` issue are not the same underlying change." + "reason": "Docs still referencing pipeline and an unrelated placeholder issue are not duplicates." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are different loading failures." + "reason": "Both are loading regressions, but they concern different models and different breakages." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "An import error from `huggingface_hub` and a broken `transformers env` command are separate issues." + "reason": "Missing huggingface_hub import and broken transformers env command are different failures." }, { "left": "issue:33453", @@ -14222,89 +14231,86 @@ "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI/env-command breakage and `PretrainedConfig` type-checking are different problems." + "reason": "Broken env command and PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken `transformers env` and failing `AutoTokenizer` import for Qwen2.5 VL are unrelated." + "reason": "Env command breakage and missing Qwen2_5_VLForConditionalGeneration import are different import/CLI problems." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing imports (`AutoImageProcessor` vs `PreTrainedModel`)." + "reason": "Different missing imports: AutoImageProcessor versus PreTrainedModel." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in `model.forward` and an import error for `layer_type_validation` are unrelated." + "reason": "A documentation clarification and an import error are not the same bug." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The placeholder title `racoon` provides no evidence of the Gemma-4 audio positional encoding bug." + "reason": "No meaningful overlap: placeholder title versus Gemma-4 positional encoding issue." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Import error for `layer_type_validation` and broken `transformers env` command are different regressions." + "reason": "Missing layer_type_validation import and broken env command are separate issues." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing cache during chunked prefill and a cache strategy typo are not the same code-path problem." + "reason": "Generation cache missing and a cache-strategy typo are unrelated." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken `transformers env` and Python 3.14 loading failure are different failures." + "reason": "Broken env command and Python 3.14 load failure are different compatibility problems." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and the placeholder `racoon` issue are unrelated." + "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not duplicates." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and the placeholder `racoon` issue are unrelated." + "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue are not the same." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and stale docs mentioning `return_all_scores` are different issues." + "reason": "Tensor-parallel training bug and text-classification docs mention are unrelated." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Missing `AutoImageProcessor` import and compiled Python file errors are unrelated." + "reason": "Missing import and compiled-file runtime errors are different failure modes." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training bug and `reduce_labels` returning one label are different defects." + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The Qwen3.5 MoE pair (45125/45478) is the only clearly supported duplicate-like match, and the other soft-edge rejections are appropriately cautious rather than overstated." - }, - "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 }, @@ -14377,11 +14383,11 @@ "issue:44273|issue:45542", "issue:44273|issue:45003", "issue:44393|issue:45753", - "issue:43576|issue:44556", "issue:44038|issue:45125", + "issue:43576|issue:44556", "issue:44393|issue:45071", - "issue:44556|issue:45092", "issue:43525|issue:45850", + "issue:44556|issue:45092", "issue:41669|issue:43673", "issue:44492|issue:45850", "issue:43572|issue:45850", @@ -14400,8 +14406,8 @@ "issue:44295|issue:45230", "issue:41669|issue:45341", "issue:44492|issue:44945", - "issue:44393|issue:45478", "issue:43874|issue:45850", + "issue:44393|issue:45478", "issue:44315|issue:44829", "issue:44077|issue:44861", "issue:43827|issue:44908", @@ -14413,14 +14419,14 @@ "issue:44273|issue:44908", "issue:45230|issue:45310" ], - "prepared_review_unit_hash": "4c6bb5dde6c8da10d9197d5b3d915e808d0d7001623479203229dd9aa6659eb6", + "prepared_review_unit_hash": "34db44a2d8f976b971a8d915f55b5c271bb56d25a8413c28783a647122522380", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 48, @@ -14435,96 +14441,96 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many are unrelated model-specific, import, config, or docs regressions. There is no strong duplicate set; at best, a broad v5 upgrade/import-regression umbrella exists.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45278 is the broadest concrete umbrella in the set (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d), so it is the best single issue to represent the general v5 breakage theme, though most other items are not true duplicates.", + "summary": "This cluster is a heterogeneous mix of Transformers v5 regression reports, model-specific bugs, and unrelated API/documentation issues. The soft links mostly reflect broad lexical similarity around \u201cv5 breakage\u201d rather than the same underlying defect.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45850 is the broadest umbrella complaint in the set and best matches the cluster\u2019s overall theme of widespread v5 regressions, though the cluster is too mixed to treat as one concrete duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best captures the widest shared regression theme in this cluster without being as vague as the generic reports.", + "best_issue_reason": "issue:45850 is the most representative issue for the whole cluster because it captures the general v5 breakage theme and is broad enough to subsume several related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Different symptoms and scope: one is a Qwen3.5 chat crash, the other is a broad claim that many models break in v5." + "reason": "Different bugs: Qwen3.5 chat crash vs a generic \u2018many models break\u2019 report." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "Unrelated bugs in different subsystems: MLA normalization precision vs DSA indexer activation behavior." + "reason": "MLA epsilon precision issue and DSA indexer ReLU issue are unrelated code paths." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "45230 is too generic to tie to the specific processor.save_pretrained missing-files issue." + "reason": "Specific processor save_pretrained missing-files bug vs a generic placeholder bug report." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading failure and TensorFlow backend detection are different issues." + "reason": "Lazy loading failure and TF backend/tensorboard error are distinct problems." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading not working is not the same as unsafe sys.modules access in modeling_utils." + "reason": "Lazy loading bug vs unsafe sys.modules access in modeling_utils; not the same defect." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen vision models, but the reported failures are different (2D box output vs infinite loop on a specific image)." + "reason": "Different Qwen3_5/VL symptoms: 2D box hallucination vs infinite loop on one image." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Environment command breakage and checkpoint reload incompatibility are distinct v5 regressions." + "reason": "Same model family but different concrete issues: from_pretrained failure vs missing tp plan." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Different model families and failure modes: Qwen3-VL-Moe bug vs missing tensor-parallel plan on Qwen3_5Moe." + "reason": "Broken transformers env command and checkpoint reload regression are separate features." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "A Qwen3-VL output bug is not the same as a PretrainedConfig type-checking regression." + "reason": "Model output bug vs PretrainedConfig type-checking breakage; unrelated." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Both are upgrade/loading problems, but one is checkpoint reload after version upgrade and the other is remote-code/meta-init incompatibility; not the same bug." + "reason": "Llama4Config pad_token_id attribute bug is model-specific and not the generic v5 breakage report." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "Specific Llama4Config attribute error vs a vague broad claim about many models breaking." + "reason": "Both are upgrade-related, but one is checkpoint reload and the other is remote-code meta init incompatibility." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star slowdown and missing GenerationMixin cache are different code paths." + "reason": "Import-star performance issue and chunked_prefill cache regression are different code paths." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategy docs/code is unrelated to the broad v5 model-breakage report." + "reason": "Cache-strategy typo is a narrow docs/wording issue, not the same as broad model breakage." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is too specific to match the generic v5 breakage report." + "reason": "StableLmConfig pad_token_idx regression is distinct from the generic v5 complaint." }, { "left": "issue:42371", @@ -14536,109 +14542,109 @@ "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing seeds is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated issues." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Related broadly to v5 regressions, but 45278 is specifically import errors after upgrade while 45850 is an unspecific claim about many models." + "reason": "Both mention broad v5 breakage, but one is import errors and the other is a generic \u2018many models\u2019 complaint; not one concrete bug." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs passing and scheduler kwargs handling are separate argument-forwarding bugs." + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different subsystems." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Wrong model class warning and Liger Kernel not applied with model_init are unrelated." + "reason": "sam3 tracker/type warning and Liger kernel application are unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowness does not imply the same underlying lazy-loading failure." + "reason": "Import latency and lazy loading correctness are different problems." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility and Qwen3-VL output errors are unrelated." + "reason": "Python version compatibility and Qwen3-VL bounding-box output are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 unsupported for Nemotron is a different model/backend issue." + "reason": "Flash Attention 2 support error and Qwen3-VL hallucination are different bugs." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and scheduler kwargs omission do not share the same code path." + "reason": "Broken env command and scheduler kwargs regression are unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class metadata mismatch is not the same as an unspecified bug report." + "reason": "Tokenizer class mismatch on save_pretrained is not the same as a generic bug report." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are unrelated." + "reason": "Scheduler kwargs ignored and PretrainedConfig type-checking breakage are different defects." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Removing import * for lazy-loading performance is not the same as a missing HybridCache export." + "reason": "Import-star slowdown and HybridCache import failure are unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access error is too specific to match the generic bug report." + "reason": "Position_ids buffer access error is specific and unrelated to the generic bug report." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-performance regression and a testing_utils bug are unrelated." + "reason": "Import-star performance issue and testing_utils typo/bug are unrelated." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo and incorrect pipeline-parallelism output are distinct problems." + "reason": "Cache strategy typo and pipeline parallelism output bug are different issues." }, { - "left": "issue:44393", - "right": "issue:45478", + "left": "issue:43874", + "right": "issue:45850", "accept": false, - "reason": "Different Qwen3.5 issues: one is a vision hallucination/output error, the other is a from_pretrained error on Qwen3.5 MoE." + "reason": "GLM46V image-processor method missing is model-specific, not the generic v5 breakage report." }, { - "left": "issue:43874", - "right": "issue:45850", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "GLM46V image-patch counting bug is specific and not the same as the broad v5 breakage report." + "reason": "Different Qwen3.5/VL bugs: bounding-box hallucination vs from_pretrained error." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different failures." + "reason": "Liger-kernel application issue and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init allowance and tied-weight-key attribute handling are unrelated." + "reason": "Optional post_init validation and tied-weight-key crash are distinct code paths." }, { "left": "issue:43827", @@ -14650,43 +14656,43 @@ "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." + "reason": "Documentation confusion about input_ids/past_key_values is unrelated to tokenizer loading regression." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-star/lazy-loading performance and inverse_sqrt scheduler kwargs are different issues." + "reason": "Import-star slowdown and scheduler kwargs bug are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Environment command breakage and lazy loading failure are not the same bug." + "reason": "Broken env command and lazy loading failure are different features." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and tied-weight-key crashes are unrelated." + "reason": "Pipeline save_pretrained failure and tied-weight-key AttributeError are unrelated." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU complaint and Gemma-4 audio positional encoding bug are different subsystems." + "reason": "DSA indexer ReLU complaint and Gemma4AudioRelPositionalEncoding bug are unrelated." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure and scheduler kwargs omission do not match." + "reason": "Lazy loading bug and inverse_sqrt scheduler kwargs bug are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a concrete Qwen3.5 Moe from_pretrained error is not a duplicate pair." + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same issue." } ] }, @@ -14764,7 +14770,6 @@ "issue:43606|issue:45468", "issue:44261|issue:45468", "issue:42913|issue:43066", - "issue:43704|issue:45341", "issue:44908|issue:44998", "issue:44861|issue:45290", "issue:44492|issue:44998", @@ -14782,232 +14787,214 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "e510d3b3f055d0a51d8c6a458737baae6961937de6cedb2464884406ba94ad8e", + "prepared_review_unit_hash": "c4f2abe84f2d7be12527413783f8821d7d12d9720800ac90bf9cc94eb99d60df", "component_budget": { "node_count": 393, "item_count": 393, "soft_pair_count": 1479, - "serialized_chars": 761597, - "estimated_input_tokens": 190400, - "estimated_eval_tokens": 381056 + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 }, "budget": { "node_count": 36, "item_count": 36, - "soft_pair_count": 33, - "serialized_chars": 30099, - "estimated_input_tokens": 7525, - "estimated_eval_tokens": 15306 + "soft_pair_count": 32, + "serialized_chars": 29798, + "estimated_input_tokens": 7450, + "estimated_eval_tokens": 15156 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose regression bucket around Transformers v5/model-loading/tokenizer issues, but the individual reports are mostly distinct and should not be deduped.", - "confidence": 0.33, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella report in the set (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the overall cluster theme.", + "summary": "This cluster is mostly loose and heterogeneous. A few items orbit Transformer v5 loading/regression issues, but most soft pairs are different bugs or unrelated topics, so I would not merge any of them as duplicates.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45092 is the strongest representative of the broad v5 compatibility/loading-breakage theme in this cluster (meta initialization incompatibility with older checkpoints). It is more representative than the very specific or unrelated issues, though the cluster is not a tight duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "45850 is the best representative anchor for this loose cluster because it captures the general v5 breakage pattern rather than one model-specific failure.", + "best_issue_reason": "issue:45092 is the best issue to anchor the cluster because it clearly captures a concrete and widely relevant Transformers v5 loading regression, which is the closest common thread among the more similar-looking issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different model-specific bugs: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + "reason": "Different failures in different model components: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs handling are unrelated code paths." + "reason": "Unrelated bugs: processor timestamp math vs scheduler kwargs handling." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup and a VRAM leak are unrelated changes/failures." + "reason": "Import star cleanup/perf concern is not the same as a Qwen3ForCausalLM VRAM leak." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion is not the same as a model-loading regression." + "reason": "Documentation confusion about forward args is unrelated to a model loading regression." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Doc issue vs import error for flash attention util; different problems." + "reason": "Doc wording issue is not the same as an ImportError in flash attention utilities." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Both involve model creation/loading, but one is Liger Kernel application and the other is remote-code/meta-init incompatibility." + "reason": "Both involve model initialization, but they are different concrete problems: Liger kernel application vs old remote-code meta-init incompatibility." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different models and failures: GLM-5 RoPE vs Gemma-4 audio positional encoding." + "reason": "Different model-specific implementation bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is not the same as a RoPE implementation issue." + "reason": "VRAM leak under multi-threaded dataloading is unrelated to RoPE math." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings guidance is unrelated to a Qwen3 VRAM leak." + "reason": "TF32 settings migration is not the same bug as a memory leak." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage and timestamp computation are different bugs." + "reason": "local_files_only network access bug is unrelated to timestamp calculation." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and missing save_pretrained files are unrelated." + "reason": "Different processor bugs: timestamp computation vs save_pretrained missing files." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Different symptoms and components: timestamp calculation vs memory leak." + "reason": "Different model paths and symptoms." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return values in one model are unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return handling in one model is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is a different failure than audio positional encoding." + "reason": "CPU offload device mismatch is a distinct issue from audio positional encoding math." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "RMS norm epsilon config omission is a distinct bug from Gemma-4 audio encoding." + "reason": "Precision/config epsilon discussion is not the same as Gemma-4 audio positional encoding." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer v5 behavior, but one is broad behavior change and the other is a specific decoder-type bug." - }, - { - "left": "issue:43704", - "right": "issue:45341", - "accept": false, - "reason": "VRAM leak in model inference is unrelated to a testing_utils bug." + "reason": "Both are tokenizer-v5 related, but one is broad behavior drift and the other is a specific decoder-type bug; not enough to treat as the same underlying change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the placeholder/unemployment issue." + "reason": "Scheduler kwargs bug is unrelated to the non-technical unemployment issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key handling and chat template tool-call crashes are different code paths." + "reason": "Different crashes in different code paths: tied weight key handling vs chat template tool-call handling." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo is unrelated to the placeholder issue." + "reason": "Typo in cache strategies is unrelated to the unrelated/invalid unemployment issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Placeholder issue is not a real duplicate of the broad v5 regression report." + "reason": "One is invalid/off-topic, the other is a broad complaint about many v5 model breakages." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIP attentions regression is unrelated to the placeholder issue." + "reason": "CLIPOutput attentions regression is unrelated to the unemployment issue." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "Placeholder issue and testing_utils bug are unrelated." + "reason": "No relation between the invalid unemployment issue and a testing_utils bug." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id and tied-weight-key AttributeError are different config/model-init bugs." + "reason": "Missing pad_token_id on Llama4Config is a separate config regression from tied weight key handling." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to tied-weight-key crashes." + "reason": "StableLmConfig pad_token_idx regression is different from the tied-weight AttributeError." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an import error for configuration_utils are unrelated." + "reason": "Slow checkpoint loading is not the same as an ImportError for layer_type_validation." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to missing processor save files." + "reason": "FP8 inference support request is unrelated to missing processor save files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow failure reporting and slow from_pretrained checkpoint loading are unrelated." + "reason": "MLFlow reporting on training failure is unrelated to slow from_pretrained checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness and tensor-parallel training bug are different issues." + "reason": "Checkpoint loading slowness is not the same as a tensor-parallel training bug." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance and documentation confusion are not the same bug." + "reason": "A docs clarification issue is unrelated to checkpoint loading performance." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but FP8 inference support and from_pretrained errors are not the same concrete defect." - }, - { - "left": "issue:31515", - "right": "issue:33453", - "accept": false, - "reason": "Slow checkpoint load and tokenizer loading regression are different failure modes." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Continuous batching audio-model support and Qwen3 FP8 support are unrelated model-feature gaps." + "reason": "FP8 support/inference request is different from a from_pretrained error on Qwen3.5 Moe." } ] }, @@ -15037,7 +15024,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "91131dfa5272590040388e3d34a8563db3c19db59f69d30f267fa11b52fd4486", + "prepared_review_unit_hash": "b8efcd7f07f942162804152f02dbaadc1797db2efec15b2f0c6f3ca1f3ff62b1", "component_budget": { "node_count": 2, "item_count": 2, @@ -15059,18 +15046,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: both are community contribution requests about expanding architecture support, but one is for Flash Attention 2 and the other is for GGUF, which are different features and code paths.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue for this pair; they request different functionality (Flash Attention 2 vs GGUF) despite similar wording.", + "summary": "These are two separate feature requests in different areas: Flash Attention 2 support for more architectures vs GGUF support for more architectures. They share the \u201ccommunity contribution\u201d framing but not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests target different features and code paths (Flash Attention 2 vs GGUF), so they are not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong cluster representative because the underlying requests are unrelated feature additions.", + "best_issue_reason": "Neither issue is a good duplicate canonical; they are distinct enhancement requests rather than the same problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests with different implementation targets; shared phrasing about architecture support is too broad to treat as the same issue." + "reason": "Different feature requests affecting different subsystems; same broad theme of architecture support is too weak to treat as the same underlying issue." } ] }, @@ -15107,77 +15094,80 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "c78a6a7f85504e1c2b350a05b8f210b767db1038d0f8d6ffb2c60dffcb3cbcee", + "prepared_review_unit_hash": "53dfd80092d04b74820013db058a329d9e34729804d8c77e188731d35023584a", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, - "estimated_input_tokens": 1114, - "estimated_eval_tokens": 2484 + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, - "estimated_input_tokens": 1114, - "estimated_eval_tokens": 2484 + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are documentation translation tracker issues, not duplicates of the same underlying task. One is specific to Turkish, while the others are generic template-like translation issues for different languages/placeholders.", - "confidence": 0.96, - "canonical_issue_reason": "issue:27088 is the only concrete, language-specific issue (Turkish) and is the oldest real instance; the others are generic placeholder variants rather than the same task.", + "summary": "Three issues are near-identical placeholder/template duplicates of an i18n docs-translation request; the Turkish issue is concrete and should not be merged with the placeholder set.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43834 is the oldest of the near-identical placeholder issues and best represents that duplicate subset; issue:27088 is a separate, concrete Turkish-specific request.", "canonical_pr_reason": null, - "best_issue_reason": "issue:27088 is the most actionable and specific issue in the cluster; the others read like template examples or generic translation placeholders.", + "best_issue_reason": "issue:43834 has the most obviously duplicate title/body pattern among the placeholder issues and is the best dedupe target for that group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same translation-request template, but no evidence they target the same language or task; different language-specific placeholders imply separate translation efforts." + "reason": "27088 is explicitly Turkish; 44370 is only a generic placeholder template, so they do not clearly describe the same underlying request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Generic translation template vs a concrete Turkish translation issue; not the same underlying change." + "reason": "27088 is a concrete Turkish translation request, while 44365 is a generic placeholder issue with no concrete language target." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "One is specifically Turkish, the other is a generic language placeholder; these are distinct translation tasks." + "reason": "The Turkish-specific issue and the generic placeholder issue are too different to merge as the same underlying task." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Both are placeholder-style translation issues, but they do not identify the same concrete language or doc set." + "accept": true, + "reason": "Same placeholder title pattern and nearly identical body size/content indicate the same underlying template issue." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Placeholder titles only; no evidence they are the same translation task or language." + "accept": true, + "reason": "These are effectively indistinguishable placeholder translation-request issues with the same title pattern and very similar bodies." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Both are generic translation templates, but the available text does not show the same concrete target language or work item." + "accept": true, + "reason": "Same generic i18n docs-translation template, with near-identical text and no distinguishing target details." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43834/44365/44370 share the same placeholder title and extremely close body sizes, while 27088 is clearly the Turkish-specific request. The soft-edge rejections for 27088 are conservative, and the accepted placeholder-to-placeholder matches are supported by the strong textual similarity available here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15247,238 +15237,250 @@ "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "a4b382c5787b457b5c62d4e2ab5e23e5fa2bda57fbc362f0769ccfd997fa4da7", + "prepared_review_unit_hash": "e416590c57cf708eed69e954156aadd4b864ef1e92ceabfa0e82c7f22467187c", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20711, - "estimated_input_tokens": 5178, - "estimated_eval_tokens": 10612 + "serialized_chars": 20706, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20711, - "estimated_input_tokens": 5178, - "estimated_eval_tokens": 10612 + "serialized_chars": 20706, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a bundle of similar-looking but distinct model-support requests. The only loose thematic overlap is around BERT-like variants, but the issues target different concrete models or different modalities (audio/TTS/ASR, OCR, vision, sparse transformer), so they should not be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "issue:42738 is the broadest umbrella-style request in the set, but the cluster spans many unrelated models, so it is only a representative issue rather than a true duplicate target.", + "summary": "These are all model-request issues, but they span different concrete models and capabilities (vision, OCR, audio/TTS/ASR, BERT variants, sparse transformers). They are only loosely similar by theme, so none of the soft links should be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43837 is the best representative anchor because it is a concrete request with the highest apparent linkage density in this cluster, but the set is too heterogeneous for true deduplication.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42738 is the best representative because it generalizes over the BERT-like subset while still standing apart from the unrelated audio/vision/OCR requests.", + "best_issue_reason": "Issue 43837 is the most central and representative item among these model-support requests, even though it is still specific to Qwen3-ASR rather than the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBert config vs DEIMv2." + "reason": "Different requested models/architectures (EuroBert config vs DEIMv2), not the same change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "One is a BERT-family config request; the other is Qwen3 TTS support." + "reason": "EuroBert config and Qwen3-TTS are unrelated model requests in different modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different concrete models: EuroBert vs RF-DETR." + "reason": "Different model families and domains (EuroBert vs RF-DETR)." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate model additions." + "reason": "Both are model-addition requests, but for distinct detection models and not one concrete duplicate." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is a vision detector request; LFM2.5 Audio is an audio model request." + "reason": "RF-DETR and LFM2.5 Audio target different model types and code paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different model families and modalities: detection vs sparse transformer." + "reason": "Object detection model request vs sparse transformer request; not the same underlying change." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated model support requests." + "reason": "RF-DETR and Qwen3-ASR are different model families with different functionality." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR is unrelated to Qwen3-TTS support." + "reason": "RF-DETR vs Qwen3-TTS are unrelated domains (vision detection vs speech synthesis)." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model requests." + "reason": "NeoBERT and Qwen3-ASR are different model families and capabilities." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs OpenAI weight-sparse transformer; not the same change." + "reason": "NeoBERT request vs OpenAI sparse transformer request; different concrete additions." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is a text model request; LFM2.5 Audio is an audio model request." + "reason": "BERT-style NLP model vs audio model; not the same change." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different models and different subsystems." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model additions." + "reason": "NeoBERT and ModernVBERT are distinct model requests, not a duplicate." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." + "reason": "MiniCPM3 architecture support is different from Qwen3-ASR support." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the sparse transformer request target different code paths." + "reason": "MiniCPM3 and the sparse transformer request are different model families." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT: different models, not a duplicate." + "reason": "MiniCPM3 and ModernVBERT are separate concrete model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are different modality/model requests." + "reason": "MiniCPM3 and Voxtral TTS are different model types and tasks." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different models and modalities." + "reason": "ModernVBERT and Qwen3-ASR are different concrete model requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT is a BERT-like text model; Qwen3-TTS is audio generation." + "reason": "ModernVBERT and Qwen3-TTS are different models and modalities." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "Both are BERT-like in spirit, but one is ModernVBERT and the other is a generic RoPE-themed request; not the same concrete change." + "reason": "A specific model request (ModernVBERT) is not the same as a broad RoPE-family request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE is unrelated to Voxtral TTS support." + "reason": "Broad BERT-like RoPE discussion vs Voxtral TTS; different change scopes." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "TTS support vs ASR support are distinct requests." + "reason": "Qwen3-TTS and Qwen3-ASR are related but distinct capabilities; not one mergeable duplicate." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are audio-related but one is Qwen3 TTS and the other is Voxtral TTS; different concrete models." + "reason": "Different audio models and different tasks (TTS vs Voxtral TTS implementation request)." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model requests." + "reason": "Speech synthesis request vs DeepSeek-OCR2; unrelated model additions." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "TTS support and sparse-transformer support are unrelated." + "reason": "Qwen3-TTS and the sparse transformer request are different model families." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models, not the same change." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests, not the same code path." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "ASR support and LFM2.5 Audio support are different model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related but request different models/capabilities." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model additions." + "reason": "Speech recognition request vs EUPE perception-encoder request; different concrete changes." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and weight-sparse transformer support are different code paths." + "reason": "Qwen3-ASR support and OpenAI sparse transformer support are unrelated additions." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43837", + "right": "issue:45027", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + "reason": "ASR and TTS are different capabilities; these are not the same underlying fix." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:37015", + "right": "issue:45027", "accept": false, - "reason": "Sparse transformer support vs EUPE are unrelated requests." + "reason": "NeoBERT vs Voxtral TTS are different model families and tasks." }, { "left": "issue:43837", - "right": "issue:45027", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are both audio-oriented but different concrete models." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." }, { - "left": "issue:37015", - "right": "issue:45027", + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "OpenAI weight-sparse transformer and EUPE are distinct model proposals." }, { "left": "issue:43837", - "right": "issue:45177", + "right": "issue:45027", "accept": false, - "reason": "ASR support and DeepSeek-OCR2 are different modalities and models." + "reason": "Qwen3-ASR and Voxtral TTS are different speech tasks, not one duplicate change." } ] }, @@ -15519,7 +15521,7 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "97f21f81170e032d65484881909248062bc504213667abc6e95f23d3e54e5b0c", + "prepared_review_unit_hash": "4b24148a5f3108808b4f3d4a0c5df606864abbe4ee76a6641e140aead1e10c5f", "component_budget": { "node_count": 6, "item_count": 6, @@ -15541,60 +15543,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates of one another; they cover unrelated bugs and a typo/doc-type issue across different models and code paths. The soft similarities are only superficial wording overlap.", + "summary": "These are not duplicates of one another; the cluster is a loose set of unrelated bug reports and typo/config issues across different models and tokenizer behavior.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue: the items span unrelated problems (norm implementation, ignore_value handling, kwargs propagation, type hints, typo, tokenizer warning).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No best issue: none of these issues is a plausible representative for the others because they do not describe the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different models and symptoms: Llama4 normalization behavior vs ModernBERT config type hint." + "reason": "Different problem types and model areas: Llama4 norm implementation vs ModernBERT config type hint." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling is a model-specific loss argument bug, while the other is a generic kwargs plumbing issue." + "reason": "Mask2Former ignore_value handling is unrelated to passing kwargs into a loss function." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Unrelated bugs: missing ignore_value usage vs tokenizer regex warning after a version change." + "reason": "Different domains: Mask2Former loss handling vs tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Different code areas and fixes: model loss handling vs a typo in a quantization attribute name." + "reason": "Unrelated issues: Mask2Former model behavior vs a typo in a quantization attribute name." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "No shared bug path; one is ignore_value logic, the other is an incorrect type hint in config." + "reason": "No shared underlying bug; one concerns model loss inputs, the other a config annotation." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Generic loss kwargs forwarding does not match a ModernBERT config annotation issue." + "reason": "Loss kwargs propagation and a config type hint bug are distinct and not mergeable into one fix." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Different failure modes: config typing bug vs tokenizer regex warning regression." + "reason": "Different symptoms and code paths: config typing vs tokenizer regex warning." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A config type hint error is unrelated to the quantization-operation typo." + "reason": "A type-hint correction and a typo in a quantization attribute are separate issues." } ] }, @@ -15624,7 +15626,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "69d2a59271b639d5aa9fb22d8f4b18cefaa1a9689f1bd7278c843983464c339d", + "prepared_review_unit_hash": "988e716cded2fb633e137b3a6d502c7bc5d59d1b707fc9eac52286da92680d33", "component_budget": { "node_count": 2, "item_count": 2, @@ -15646,18 +15648,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about a decoding behavior change, the other requests support for a specific model version. They describe different underlying problems and should remain separate.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These two issues are about different requests: one is a decoding behavior change, the other is support for a specific model version. They do not look like duplicates or the same underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: 'Set Block Decoding' and 'DeepSeek v3.2 support' describe different feature requests in different parts of the product.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a clear duplicate candidate for the other; if forced to pick the more actionable standalone tracker, #43037 is more specific and easier to route to implementation work.", + "best_issue_reason": "Neither issue is a strong duplicate anchor for the other; they should be tracked separately.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and failure modes: block decoding behavior vs model support request. No evidence they refer to the same underlying bug or change." + "reason": "Different underlying requests: block decoding configuration vs model support for DeepSeek v3.2. The titles and implied scopes do not match closely enough to treat as the same issue." } ] }, @@ -15687,7 +15689,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "9be16f73ef3216fcc2256e4429ef2528b4ca0ec95ebe09e73a1a69cea16efb7b", + "prepared_review_unit_hash": "9cec6a5d7d1e0673526a9951ec25bb8afe89891503b957d5a78f7e669451c447", "component_budget": { "node_count": 2, "item_count": 2, @@ -15709,18 +15711,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both about Trainer extensibility, but they describe different problems in different code paths: one is about `remove_unused_column` customization, the other about FLOPs estimation for custom trainers. They should not be deduplicated.", - "confidence": 0.91, - "canonical_issue_reason": "No clear duplicate pair here; if forced to pick, #43598 is the more specific Trainer customization issue, but it does not subsume the FLOPs-estimation complaint in #43600.", + "summary": "These two issues are related only at a very high level (custom trainers/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 clustered as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "#43598 is the broader Trainer extensibility issue and is more likely to subsume a general fix around custom trainer behavior.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the more concrete, narrowly scoped issue about a specific Trainer behavior (`remove_unused_column`).", + "best_issue_reason": "#43598 is the better representative issue because it targets a core Trainer customization path and is more general than the FLOPs-estimation-specific report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Shared theme of custom trainers is too broad; one issue is about input-column removal customization, the other about FLOPs counting. They are not the same underlying bug or change." + "reason": "Different underlying bugs and code paths: one concerns column removal/customizability, the other FLOPs accounting for custom trainers. Shared theme is too broad to treat as the same issue." } ] }, @@ -15750,7 +15752,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "cade7ccf5fcc990dd61cb407a6fbcc796abca6d8be82e10d01038ab4511910ba", + "prepared_review_unit_hash": "16e12f63f3552b614a51d2daa312744ca5e5811716516272939c532ed72d04f6", "component_budget": { "node_count": 2, "item_count": 2, @@ -15772,18 +15774,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different Qwen model families and different AutoModel registrations, so they do not look like duplicates.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "Both items are model-support requests in the Qwen family, but they target different concrete additions: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. They are related, but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader API registration request and is the more general representative of the cluster, but it does not subsume the separate Qwen3.5 sequence-classification request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the broader and clearer request, but the cluster does not contain a true duplicate set.", + "best_issue_reason": "Issue 43684 is the best single issue to anchor this set because it asks for a core model-registration capability, making it the most broadly representative support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. They target different model configs and different auto-class code paths." + "reason": "Different model families/tasks and different code changes: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration is not the same as Qwen3.5 AutoModelForSequenceClassification support." } ] }, @@ -15820,79 +15822,79 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "746c4bfa62a69e39e3bb17ce325baae3085937df78279e3a08cda4220f2e294e", + "prepared_review_unit_hash": "4136e76a0afa3794ba7ad7da107aa4d272aec044dd9b8ce81dba3ead925a7835", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two 43845/43846 issues look like the strongest duplicate pair because they share the same exact title, the same body length, and were opened within seconds. 43859 has the same title but less supporting evidence, so I would treat it as a weaker possible duplicate rather than an automatic match. 43835 appears unrelated.", - "confidence": 0.63, - "canonical_issue_reason": "43845 is the best anchor because it is the earliest of the near-identical \"huggingface \" reports and has the strongest similarity to the only clearly close pair in the cluster.", + "summary": "Three issues share the exact \"huggingface\" title and look like duplicate reports; \"Fett\" appears unrelated and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface\" reports and matches the same title pattern as the other likely duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best representative issue: it is earliest among the repeated-title reports and the closest duplicate evidence is centered on it.", + "best_issue_reason": "43845 is the best representative because it is earliest among the likely duplicate set and has no evidence suggesting it is distinct from 43846/43859.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "The titles are unrelated and there is no concrete evidence that these describe the same bug or request." + "reason": "Different title and no shared issue target or body evidence; likely unrelated." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no technical overlap is shown in the packet, so this is not enough to treat them as duplicates." + "reason": "Different title and no concrete evidence they describe the same bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No meaningful overlap beyond being closed issues; the visible metadata does not support a shared underlying problem." + "reason": "Different title and no concrete evidence they describe the same bug." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "These are the strongest match in the cluster: same exact title, same body length, and very close creation times, which is consistent with a duplicate report." + "reason": "Exact same title and very similar metadata; likely duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same title, but the later creation time and different body length make the evidence too thin to confidently accept this as the same issue." + "accept": true, + "reason": "Exact same title as the other \"huggingface\" issues, so this likely refers to the same report." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same-title similarity alone is not enough here; the differing body length and lack of concrete shared details make this too uncertain." + "accept": true, + "reason": "Exact same title and no distinguishing evidence; likely the same underlying issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but the soft-edge verdicts are a bit too strong for the evidence provided. The packet only shows repeated titles, body lengths, and soft_similarity; it does not expose body text or any concrete technical overlap. In particular, saying the huggingface pairs are duplicates is plausible, but not enough to confidently accept all three pairwise matches, and 43859 is not created seconds apart from the others. Please keep the verdicts more conservative." + "accept": true, + "feedback": "Grounded overall: 43835 is distinct by title, and 43845/43846/43859 share the exact title with only soft-similarity evidence, so treating them as likely duplicates is conservative enough. The canonical-choice rationale is also supported by the earliest timestamp among that cluster." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15927,88 +15929,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "dfc2648379629122ef44e3ddda42ce1729135564b4edacf992cc87de6fa36f8a", + "prepared_review_unit_hash": "f80930aa0d0db318047521004b221fa35ff7e8db8c05cf25e6e0c96e127b9dd6", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "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 low-information spam-like issues with no clear shared bug or change. The only semi-descriptive item is the documentation enhancement suggestion, but it does not match the spam-titled issues or the Google LLC post.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 44418 is the only non-spam, somewhat descriptive issue title, so it is the least-bad anchor for the cluster.", + "summary": "These are low-signal, likely spam or placeholder issues with no substantive content. None look like the same underlying bug or request, so I reject all soft duplicate links.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the most suitable issue overall because it is the only one that looks like a real, discussable topic rather than spam text.", + "best_issue_reason": "No issue here is a good canonical duplicate target; issue 44418 is the only one with a non-spam title, but it is still too vague to represent a real cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are titled '', but there is no evidence they describe the same underlying issue; identical spam labels alone are not enough." + "reason": "Both are generic spam placeholders with no body detail; no evidence of the same bug or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are titled '', but the cluster lacks any real bug/change details to confirm duplication." + "reason": "Both are generic spam placeholders with no body detail; not the same underlying issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Spam placeholder vs. documentation enhancement request; clearly different topics." + "reason": "One is spam, the other is a vague documentation request; these are not the same report." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated 'Check out \"Google LLC\"' post; no shared underlying issue." + "reason": "Spam placeholder vs. unrelated title about \"Google LLC\"; no shared concrete problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request does not match a spam-titled issue and there is no shared concrete problem." + "reason": "A vague documentation suggestion is unrelated to a spam placeholder; no duplicate signal." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement request vs. spam placeholder; not the same change or bug." + "reason": "A vague documentation suggestion is unrelated to a spam placeholder; not duplicates." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Same spam-style title, but insufficient evidence of a real duplicate issue; reject on lack of concrete shared problem." + "reason": "Both are spam placeholders, but there is no concrete bug/change description tying them to the same underlying issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated Google LLC post; no basis for duplication." + "reason": "Spam placeholder vs. unrelated \"Google LLC\" title; no evidence they refer to the same problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated Google LLC post; no basis for duplication." + "reason": "Spam placeholder vs. unrelated \"Google LLC\" title; no shared underlying bug or request." } ] }, @@ -16038,12 +16040,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "8c8de585d652cb22611b4431e3d7e03393c795c4069c94d1a8cada8548f8c55e", + "prepared_review_unit_hash": "2ec4ff2a77b7b7af38e78015e7835051d58ba19caf98c0e28699e854add2fa9f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16051,7 +16053,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16060,24 +16062,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are likely duplicates: they have the same title, very similar metadata/body length, and no distinguishing links or filenames. Since we do not have the full body text, this should be treated as a tentative duplicate call rather than a definitive one.", + "summary": "The two closed issues look like a probable duplicate pair: they have the same title and highly similar bodies, but the only explicit pair signal is soft_similarity and there is no deterministic confirmation, so the match should be treated as likely rather than certain.", "confidence": 0.86, - "canonical_issue_reason": "#45145 is the slightly better canonical issue because it was created first and already has an inbound reference, making it the more natural anchor if these are the same report.", + "canonical_issue_reason": "Issue #45145 is a reasonable canonical anchor because it has the same title/body as #45151 and slightly more inbound reference activity, but the duplicate call is only probabilistic.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue candidate for the same reason: earlier creation time plus an inbound reference make it the most suitable discussion thread, assuming this is a duplicate pair.", + "best_issue_reason": "Issue #45145 is the best issue to keep as the canonical representative since it appears first and has the small edge in linkage/activity, though the evidence does not make the duplication fully deterministic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Likely duplicate: identical title and closely matching metadata, with no distinguishing links or files. Without the body text, this is a cautious acceptance rather than a strong certainty." + "reason": "Probable duplicate: same title and highly similar long-form body, with no distinguishing targets or code artifacts. The evidence supports merging them as the same report, but only with moderate confidence rather than certainty." } ] }, "evaluator_result": { "accept": false, - "feedback": "The linkage is plausible, but the conclusion is a bit stronger than the packet supports. We only have identical titles, similar body lengths, and no distinguishing links/files; we do not have the body text to justify claims like \"near-identical scope/body\" or \"no evidence of distinct underlying problems.\" Please soften this to a tentative likely-duplicate assessment rather than a definitive duplicate verdict." + "feedback": "The packet supports a likely duplicate pair, but the analyst overstates the certainty. The two issues share the same title and have highly similar bodies, yet the only pair evidence is soft_similarity and the conservative deterministic flag is false. Phrases like \"same underlying issue\" and \"effectively duplicates\" are stronger than the packet warrants. Please downgrade the verdict or qualify it as a probable duplicate rather than a definite one." }, "evaluator_used": true, "retried": true, @@ -16158,7 +16160,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "2e6759b153cd765337e18b208a5a9e416740d6a7541c900274322d4e54a34a33", + "prepared_review_unit_hash": "ba5080f4747b33c35dd36dc04246b03a1c309547ec9689f54e7fb9034fbbeb7e", "component_budget": { "node_count": 2, "item_count": 2, @@ -16180,18 +16182,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both 4-bit inference bugs, but they affect different code paths: one is a Gemma4/audio-module torch.finfo TypeError on uint8 weights, the other is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. They are related in theme, not duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 45674 is the better representative of the cluster because it describes a broader BitsAndBytesConfig regression with clearer general applicability, whereas 45672 is model/module-specific and targets a different failure path.", + "summary": "These are two different 4-bit inference bugs: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig skip-module handling regression that removes the default lm_head exclusion and triggers an AssertionError. They are related only at a broad quantization level, not the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #45674 is the better canonical issue because it is more general, has clearer configuration-level root cause, and appears to have more discussion/inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must stand in for the cluster, 45674 is the stronger canonical candidate due to its more general 4-bit inference impact and clearer configuration-level trigger.", + "best_issue_reason": "Issue #45674 is the best representative of the cluster since it describes a broader, actionable 4-bit inference regression and is likely to attract the right fix/triage attention.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying bugs: 45672 is a torch.finfo TypeError in Gemma4 audio modules with uint8 weights, while 45674 is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion. Same broad subsystem, but not the same fixable code-path problem." + "reason": "Both concern quantized inference, but the failure modes differ: a uint8/torch.finfo TypeError in Gemma4 audio modules versus an llm_int8_skip_modules bug clearing lm_head exclusion and causing an AssertionError. They do not look like the same underlying bug." } ] }, @@ -16221,7 +16223,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "ea43e4c925d654efae8b31e52008ceb41199b4888759177f6091736d7355c78d", + "prepared_review_unit_hash": "d2d5685e3893caf5423ef26f9a68190d09d6fff57f508fa462ee050bad4038ff", "component_budget": { "node_count": 2, "item_count": 2, @@ -16243,18 +16245,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are not duplicates of the same bug; they are unrelated, name-and-date-only entries that look like stray/spam issues. No PRs are present.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the titles refer to different people and dates, with no shared problem statement or code-related context.", + "summary": "These two closed issues only share a loose textual similarity in the titles; the names and dates differ and there is no body, linkage, or shared context indicating the same underlying bug or task.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45762 is only marginally preferable as a representative because it was created slightly earlier, but neither issue is a meaningful cluster canonical.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and different dates; there is no indication they describe the same underlying issue." + "reason": "Reject: the issues appear to be distinct personal-name/date entries with no evidence of a shared bug, request, or duplicate context." } ] }, @@ -16284,7 +16286,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "2c5268ab3f3b595eb4904cd30d316c74ae810db8719cc8878a035deb4c560926", + "prepared_review_unit_hash": "360b47d594381223b95296ffdefc5c1f4ed2d06180c3365f83f093fbee818a39", "component_budget": { "node_count": 2, "item_count": 2, @@ -16306,8 +16308,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair does not look like duplicate triage candidates; both are closed issues with only personal-name/date titles and no shared technical context. There is no PR data in this cluster.", - "confidence": 0.96, + "summary": "The two closed issues are both just bare personal-name-and-date titles with no body or technical content, and there is no clear evidence they describe the same bug or request. I would not cluster them as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -16317,7 +16319,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles are unrelated names/dates and there is no evidence of a shared bug, request, code path, or issue target." + "reason": "Only superficial similarity in format (a name plus date); no shared problem statement, code path, or concrete duplicate signal." } ] }, @@ -16357,91 +16359,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "b52714ffbe5c2907ff5e1063430b5113fc21b81d143dece8f875b95a62d5d7f1", + "prepared_review_unit_hash": "ea22fba3dd65336de89ca1d09e67ae78eddfb3ff6b9fa93fe81d425570671fbe", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two clear duplicate pairs stand out: 45870/45871 are the same example issue, and 45872/45873 are the same DataForge service issue. 45869 is related to financial data but describes a different artifact and should stay separate.", - "confidence": 0.95, - "canonical_issue_reason": "Use 45870 as the representative for the identical 'Example: Financial time series prediction with DataForge' pair because it is the earliest of the duplicate issues; 45872 is the representative for the separate identical 'DataForge: Financial time series + scraping service' pair.", + "summary": "The set splits into two highly likely duplicate issue pairs, 45870/45871 and 45872/45873, while 45869 appears separate and should remain distinct.", + "confidence": 0.89, + "canonical_issue_reason": "45870 is the best canonical representative for the highly likely duplicate pair with 45871 because it was created earlier, and the two issues have identical titles and matching body lengths.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best single issue to keep among the example duplicates because it is an exact match with 45871 and was created first. It is not a universal canonical for 45869 or the 45872/45873 pair, which are separate topics.", + "best_issue_reason": "45870 is the best overall issue representative because it anchors the earliest highly similar pair in the cluster, while 45869 looks separate and 45872/45873 form a different duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Same general financial-data theme, but 45869 is a dataset bundle request while 45870 is an example/tutorial issue; not the same underlying request." + "reason": "Different request types: a dataset bundle/sample listing versus an example for financial time series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different scope: dataset bundle vs example issue. Similar wording is not enough to treat them as duplicates." + "reason": "Different request types: a dataset bundle/sample listing versus an example for financial time series prediction." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and matching body size; these look like duplicate reports of the same example issue." + "reason": "Highly likely duplicate: identical title and matching body length, with close timestamps." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "They mention related financial time-series/DataForge concepts, but one is an example issue and the other is a scraping-service topic; not the same concrete issue." + "reason": "Same broad finance/DataForge theme, but the requested change is different: prediction example versus scraping-service request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870/45872: related theme, but different underlying request and not mergeable as one issue." + "reason": "Same broad finance/DataForge theme, but the requested change is different: prediction example versus scraping-service request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "These are distinct issue types and scopes; they share only a broad financial/DataForge context." + "reason": "Same broad finance/DataForge theme, but the requested change is different: prediction example versus scraping-service request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related subject matter, but not the same underlying bug/change or request." + "reason": "Same broad finance/DataForge theme, but the requested change is different: prediction example versus scraping-service request." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and matching body size; these appear to be duplicate reports of the same DataForge service issue." + "reason": "Highly likely duplicate: identical title and matching body length, with close timestamps." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well-grounded in the packet and stays conservative. The two exact-title/body-length pairs (45870/45871 and 45872/45873) are reasonably treated as duplicates, and 45869 is appropriately kept separate based on its distinct title/scope. No overstatement detected." + "accept": false, + "feedback": "The overall grouping is plausible, but several statements overstate the packet evidence. The data supports strong similarity for 45870/45871 and 45872/45873, but not definitive \"exact duplicate\" claims or that 45870 is the \"cleaner\" canonical copy. Also, describing 45869 as a \"dataset-promo request\" goes a bit beyond the metadata shown. Please soften the duplicate language to \"highly likely\" and keep the canonical rationale grounded in the earlier timestamp/title/body-length match only." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16454,10 +16456,10 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-13", + "cluster_id": "cluster-39895-14", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -16471,18 +16473,20 @@ "pull_request:45170", "pull_request:45213", "pull_request:45655", - "pull_request:45795" + "pull_request:45795", + "pull_request:45884" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", - "pull_request:41855|pull_request:43823", "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", "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:45884", "pull_request:43823|pull_request:43995", "pull_request:43995|pull_request:44827", "pull_request:43995|pull_request:45213", @@ -16494,154 +16498,160 @@ "pull_request:43823|pull_request:45795", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "2c38deedbda50eedb6027b872a1fb5d1586f8d74c2508532735950e8f3452561", + "prepared_review_unit_hash": "ef225cc2f66010105bfe5c23594d2a0cbbca964325de9ebe07b8be30d5ec32ed", "component_budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 19, - "serialized_chars": 35204, - "estimated_input_tokens": 8801, - "estimated_eval_tokens": 17858 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 20, + "serialized_chars": 37461, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 }, "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 19, - "serialized_chars": 35204, - "estimated_input_tokens": 8801, - "estimated_eval_tokens": 17858 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 20, + "serialized_chars": 37461, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated PRs spanning new model additions, docs, and small refactors. The only strong duplicate pair is the two `fixed_cross_entropy` changes in `loss_utils.py`, which target the same issue and same code path.", - "confidence": 0.95, + "summary": "Mostly unrelated PRs grouped by broad lexical similarity; only the two `fixed_cross_entropy` PRs are the same underlying change and should be consolidated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:43251` is the clearest representative of the duplicate loss fix: it directly targets issue #43240, has the more explicit description, and includes the same `loss_utils.py` code path as the paired PR.", + "canonical_pr_reason": "PR 43251 is the better canonical representative: it explicitly links issue 43240 and makes the underlying `fixed_cross_entropy` API fix in one place, while 43254 is essentially the same change with a looser title.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43251` is the best overall PR to represent the only true duplicate cluster here because it is the more complete/explicit version of the shared `fixed_cross_entropy` fix and is tied to the referenced issue.", + "best_pr_reason": "PR 43251 is the strongest cluster representative because it directly addresses the tracked bug, has the clearest intent, and overlaps almost exactly with the competing PR in the same code path.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both are unrelated feature/test PRs; one adds VideoPrism, the other adds an ExecuTorch dynamic-shape test. No shared bug or mergeable code-path overlap." + "reason": "Unrelated model-addition vs export test; only broad 'adding features' similarity, not the same bug/change." }, { "left": "pull_request:41855", - "right": "pull_request:43823", + "right": "pull_request:43424", "accept": false, - "reason": "Different tokenizer utility fix vs adding a new model package; not the same underlying change." + "reason": "Tokenizer utility fix and executorch export test are different code paths with no concrete overlap." }, { "left": "pull_request:41855", - "right": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "A tokenizer helper addition and an ExecuTorch export test are unrelated changes." + "reason": "Missing tokenizer methods vs adding a new model; not the same underlying change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both touch processor/model auto-registration, but they are for different models and different problems, so not duplicates." + "reason": "Both are processor/model infrastructure work, but they target different models and different problems." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix versus adding MobileLLM; completely different code paths." + "reason": "Cross-entropy kwargs fix is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes are unrelated." + "reason": "Loss utility change and Mistral4 test/model updates are distinct fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic export testing and Mistral4 test/model fixes are not the same underlying bug." + "reason": "Executorch export tests and Mistral4 changes do not share a concrete bug." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing is unrelated to adding MobileLLM." + "reason": "Different models and different functionality; similarity is only generic PR scope." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "A new model addition and a Python typing/order fix in `modeling_utils.py` are unrelated." + "reason": "New model implementation vs class annotation-order fix; unrelated code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45884", + "accept": false, + "reason": "New model implementation vs masking primitive cleanup; no shared underlying change." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon refactor; different models and different issues." + "reason": "New model addition and Falcon refactor are not the same change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor and Mistral4 test fixes do not appear to fix the same concrete bug." + "reason": "Falcon output-interface refactor and Mistral4 test fixes are different model-specific efforts." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill work are unrelated." + "reason": "Falcon refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and `layrnorm` normalization renaming are different changes, even though both touch model code." + "reason": "Mistral4 fixes and layrnorm/layernorm renaming are different bugs." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 test fixes and docs for audio/video processors are unrelated." + "reason": "Mistral4 test/model work is unrelated to docs for audio/video processors." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model work and config-resolution ordering in `modeling_utils.py` are unrelated." + "reason": "Mistral4 changes and config-resolution order fix are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes and the model-creation skill PR are unrelated." + "reason": "Mistral4 work and model-creation skill are not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM and adding a model-creation skill are not the same underlying change." + "reason": "MobileLLM model addition and the model-creation skill draft are not duplicates." }, { "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "MobileLLM model addition vs documentation for audio/video processors are unrelated." + "reason": "MobileLLM model addition vs docs for audio/video processors is unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to add the same missing `cross_entropy` kwargs (`weight` and `label_smoothing`) for the same issue #43240, so they are the same underlying fix." + "reason": "Both PRs patch `src/transformers/loss/loss_utils.py` to add supported kwargs to `fixed_cross_entropy` for issue 43240; they fix the same concrete function and could be merged into one." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The one accepted pair, `pull_request:43251` vs `pull_request:43254`, is well supported by the shared `loss_utils.py` path and common issue target #43240, and the other pairwise rejections do not overclaim evidence." + "feedback": "The judgments are conservative and grounded in the packet. The only accepted pair, PR 43251 and PR 43254, clearly touch the same file (`src/transformers/loss/loss_utils.py`) and the same issue target (43240), so they look mergeable into one bugfix PR. The remaining pairwise rejects stay within what the titles/diff previews support and do not overstate overlap." }, "evaluator_used": true, "retried": false, @@ -16657,8 +16667,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40546-2", "nodes": [ @@ -16668,40 +16678,40 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "407c3cf1d884cf4cac249250539d4964706301de66dca1d4ce64f498f5f2b364", + "prepared_review_unit_hash": "e68719cb8967f73201a54babc3e2378c30ce5a3bfe489fd5d468df1618f1df07", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, - "estimated_input_tokens": 1806, - "estimated_eval_tokens": 3868 + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, - "estimated_input_tokens": 1806, - "estimated_eval_tokens": 3868 + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two VibeVoice PRs overlap on shared model scaffolding, but they are distinct changes: one adds the base VibeVoice integration, while the other adds VibeVoice Realtime and the acoustic tokenizer stack.", - "confidence": 0.9, + "summary": "Both PRs are about VibeVoice, but they target different scopes: the first implements the base VibeVoice integration, while the second is a draft adding VibeVoice Realtime and the acoustic tokenizer. They overlap on shared framework plumbing, not the same concrete change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the broader, earlier VibeVoice integration and has substantial review activity; it is the better representative PR for this cluster.", + "canonical_pr_reason": "PR 40546 is the core, non-draft base VibeVoice implementation and is the more central representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best single PR to anchor the cluster because it implements the core VibeVoice model support, whereas #42781 is a separate realtime follow-on.", + "best_pr_reason": "PR 40546 is the strongest standalone candidate because it is the primary full model integration with substantial review activity, whereas PR 42781 is a draft extension for realtime/tokenizer support.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share VibeVoice infrastructure, but #40546 is the base implementation and #42781 adds realtime/acoustic-tokenizer functionality plus extra generation changes. These are related feature expansions, not the same concrete code change." + "reason": "Shared VibeVoice files and auto-registry updates do not mean the PRs fix the same bug/change; one adds the base model, the other extends it for realtime and acoustic tokenizer support. They would not plausibly merge as one PR without mixing distinct features." } ] }, @@ -16720,8 +16730,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40755-2", "nodes": [ @@ -16731,12 +16741,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "20e4a8b28727b317d69e461293750cfb4b3aba73356bf591e2e9cc530f0b2d6c", + "prepared_review_unit_hash": "947620b71b419823cb7cbec5968a1139ea7c48654fa27566c2a9832ecf57ca56", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -16744,7 +16754,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -16753,18 +16763,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one adds TimesFM forecasting with covariates, while the other adds DINOv3 image-classification support. They touch different models, different code paths, and different docs/tests.", + "summary": "These two pull requests are unrelated: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They do not appear to fix the same code path or be mergeable into a single PR.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR is appropriate because the PRs target different models and different features in separate code paths.", "best_issue_reason": null, - "best_pr_reason": "No canonical PR in this cluster; if forced to pick a representative item, the DINOv3 classification PR is more self-contained, but it is still unrelated to the TimesFM PR.", + "best_pr_reason": "Neither PR is a better duplicate representative; both are distinct feature additions with no meaningful overlap beyond being documentation/model updates.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features in different model families (TimesFM covariate forecasting vs DINOv3 image classification); they do not describe the same underlying bug or change." + "reason": "Different subsystems and different user-facing changes: TimesFM covariate forecasting versus DINOv3 image classification. Not the same underlying bug/change." } ] }, @@ -16846,8 +16856,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41797-3", "nodes": [ @@ -16859,7 +16869,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "e1a19f8c3b8362708496e15bc6c804d492d42ab8069491a8c1d2e2e8dbc273af", + "prepared_review_unit_hash": "cb9d51b3e12681ecf661df4ef2bb13365813179f03ca376cb858c273be143c81", "component_budget": { "node_count": 3, "item_count": 3, @@ -16881,24 +16891,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate pull requests adding different models (DeepSeek OCR, Isaac, and Kimi2-6). They share only common integration scaffolding and docs/auto-registration updates, not the same underlying bug or change.", + "summary": "All three pull requests are separate model-addition feature PRs (DeepSeek OCR, Isaac, Kimi2-6). They share transformer integration boilerplate, but they do not fix the same underlying code path or represent the same change, so there are no duplicate/merge candidates here.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items implement distinct model additions for different architectures, so they are not duplicates of one another.", + "canonical_pr_reason": "No canonical PR: each PR introduces a different model family with distinct configs, tokenizers/processors, and tests; the overlap is just framework registration/documentation scaffolding.", "best_issue_reason": null, - "best_pr_reason": "If a representative PR is needed, 45630 is the most comprehensive of the three (broadest model integration surface and highest review activity), but it is not a duplicate/canonical merge target for the others.", + "best_pr_reason": "If a single representative is needed, 45630 is the broadest/most mature of the three feature PRs, but it is not a duplicate of the others and should not be merged as such.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "DeepSeek OCR and Isaac are different model additions; shared auto-registration/docs files are generic scaffolding, not evidence of the same change or bug fix." + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared auto-registration/docs files are generic template changes, not the same bug or code-path fix." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 target different models and code paths; overlap is limited to standard model-adding boilerplate, so they should not be merged as duplicates." + "reason": "Different model additions (Isaac vs Kimi2-6). They touch similar integration surfaces, but they implement unrelated models and cannot plausibly be merged as one PR." } ] }, @@ -16917,8 +16927,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42975-2", "nodes": [ @@ -16928,7 +16938,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "9657b54097d3755e2baba74dc3162ee1d9e5761a6ab1869684ff68e46a3b69d6", + "prepared_review_unit_hash": "e8be9af2b24fecec61d93daaadc4cf9a8c380ea7e8cb3fee8c2575047d79e742", "component_budget": { "node_count": 2, "item_count": 2, @@ -16950,18 +16960,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are workflow-maintenance PRs that upgrade GitHub Actions, but they update different actions and different code paths: one is for Node 24 compatibility in checkout/cache/upload-artifact, the other is for docker/build-push-action and related workflow pin bumps. They are similar in theme, not the same underlying change.", + "summary": "These are both workflow dependency-bump PRs, but they address different change sets: #42975 is a broad GitHub Actions runtime compatibility upgrade, while #42976 is a narrower refresh of Docker build actions. They overlap in files but not in the underlying change or failure mode.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better representative of this cluster because it has the broader, clearer objective (Node 24 compatibility across many workflows) and the larger, more coherent action-version bump set.", + "canonical_pr_reason": "PR #42975 is the broader, more cohesive upgrade effort, touching many workflows to address Node 24 compatibility across actions versions.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest PR to represent the group overall: it targets a specific compatibility problem and spans multiple workflows, whereas PR 42976 is a separate dependency/version refresh for docker build workflows.", + "best_pr_reason": "PR #42975 is the better cluster representative because it has a clearer single objective and wider scope than the narrower Docker-action version bump in #42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: they are both GitHub Actions upgrade PRs, but they change different actions and solve different maintenance tasks; no shared concrete bug/change to merge into one PR." + "reason": "Reject: both are workflow maintenance PRs, but #42975 upgrades several GitHub Actions for Node 24 compatibility, while #42976 only bumps docker/build-push-action to v6. They share files but not the same concrete bug or mergeable change." } ] }, @@ -16980,8 +16990,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42978-7", "nodes": [ @@ -17004,12 +17014,12 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "e85946c296e917a66db1d032dd235a4b647d49ecdbdcf8c6c117a4bd4a8c0864", + "prepared_review_unit_hash": "7ae7a7ece2da5a6991a5665eacfed0e27ffba26576e245e93c5cb1ae23e94e08", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23513, + "serialized_chars": 23514, "estimated_input_tokens": 5879, "estimated_eval_tokens": 12014 }, @@ -17017,7 +17027,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23513, + "serialized_chars": 23514, "estimated_input_tokens": 5879, "estimated_eval_tokens": 12014 }, @@ -17026,66 +17036,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All proposed soft edges look like false positives: the PRs are separate model additions or unrelated infrastructure changes, with only generic docs/registry overlap. None appear to fix the same concrete bug or implement the same mergeable change.", - "confidence": 0.97, + "summary": "These are unrelated feature PRs: several add different models, and one adds native pipeline-parallel loading. They share a few auto/doc files, but not the same underlying bug or code-path change, so there are no true duplicates here.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate target here; if one representative PR must be picked, 43451 is the most substantial and review-heavy model-addition PR, but it remains distinct from the others.", + "canonical_pr_reason": "No single canonical PR: the cluster contains distinct model-addition PRs plus an unrelated distributed-loading feature.", "best_issue_reason": null, - "best_pr_reason": "43451 is the strongest standalone representative of the model-addition subgroup, but the set does not contain a mergeable duplicate cluster.", + "best_pr_reason": "No global best PR; none subsumes the others or addresses the same concrete change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA and Molmo are different model additions; the overlap is only in shared registration/docs scaffolding." + "reason": "ViT NEPA and Molmo are different model additions with separate model code; shared docs/auto wiring is just boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA vs Molmo2 are unrelated model families, not the same underlying change." + "reason": "ViT NEPA vs Molmo2 are distinct model families and codepaths, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are distinct model implementations; shared toctree/auto wiring is boilerplate." + "reason": "ViT NEPA and CTSM are unrelated model integrations; overlap is only in generic registration/docs files." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families/generations, so this is not a duplicate fix or mergeable single PR." + "reason": "Molmo and Molmo2 are related in name but are separate model-support PRs with different implementations and targets." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM address different models and code paths; overlap is limited to generic model-addition plumbing." + "reason": "Molmo and CTSM are different model families; no shared concrete code-path problem." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model additions, not the same concrete change." + "reason": "Molmo2 and CTSM are separate model additions, not a single mergeable change." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Lfm2 audio support and PP-OCRv6 text recognition are different modalities and model stacks; only docs/index files overlap." + "reason": "Lfm2 audio support and PP-OCRv6 text recognition support are unrelated model additions across different modalities." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Native pipeline-parallel loading support is infrastructure work, while PP-OCRv6 is a model support PR; they do not fix the same code-path problem." + "reason": "Native pipeline-parallel loading is a distributed-runtime feature, not the same change as PP-OCRv6 model support." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM model support and PP-OCRv6 text recognition are different model additions, not duplicate changes." + "reason": "CTSM and PP-OCRv6 are different model families; shared auto/doc files do not indicate duplicate functionality." } ] }, @@ -17104,8 +17114,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43291-3", "nodes": [ @@ -17118,52 +17128,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "9c6844e510f4a45023fa4fcee17143709c927e23bdc70db874ff94e864c47cd2", + "prepared_review_unit_hash": "00913baf0be3bf2befddbbfc2c5c9e8e59d82cba85558038c98cfc085ad2c181", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7092, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7092, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "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 pull requests are not the same change set: one is a Whisper tokenizer/test fix, one is unrelated CLIP/ViT test edits, and one is a broader FP8/dequantization fix across several files. No duplicate cluster emerges here.", - "confidence": 0.93, + "summary": "These are three unrelated PRs: a Whisper tokenizer/test fix, a synthetic CLIP/ViT test-only change, and an FP8 dequant/loading fix. The only substantive bugfix is the Whisper PR; the others do not appear to address the same underlying issue or be mergeable into one change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the most substantive and coherent change: it fixes a concrete dequantization/loading path and includes targeted code updates plus tests. The others are either narrowly scoped to Whisper or appear to be test-only edits.", + "canonical_pr_reason": "PR 43291 is the clearest real code fix: it changes Whisper decode/timestamp handling in the tokenizer and pairs it with targeted tests. The other PRs are either test-only or a different quantization/loading area.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best representative of the group because it contains a real cross-file implementation fix, whereas PR 43291 is narrow and PR 43665 looks like unrelated or placeholder test changes rather than a true bug fix.", + "best_pr_reason": "PR 43291 is the best representative of the cluster because it contains the most concrete, self-contained bugfix with directly related code and tests.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different targets and different problems: Whisper tokenization/decode logic versus CLIP/ViT test files. They do not appear to fix the same underlying bug or code path." + "reason": "Whisper tokenizer decoding vs. CLIP/ViT test files are unrelated code paths; this looks like an incidental test patch, not the same bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode behavior and FP8/dequantization/loading are unrelated subsystems with no shared concrete bug path." + "reason": "Whisper decode behavior and FP8 dequant/model-loading logic are different subsystems and different fixes; no shared concrete code-path problem." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Despite superficial similarity in being test-heavy, these PRs address different areas and do not look mergeable as one fix." + "reason": "One is synthetic test edits for CLIP/ViT, the other is a dequant/loading fix for Mistral/FP8; they do not plausibly merge into one PR or share the same underlying bug." } ] }, @@ -17182,8 +17192,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43488-2", "nodes": [ @@ -17193,7 +17203,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "c35da48f9d38520ae515b82be57154402d304ad1e0f1ca1aeabc18ae4fb77730", + "prepared_review_unit_hash": "061af280bc08819e4697e4dc24ea7453e6df68250603493966544c5c83300e5d", "component_budget": { "node_count": 2, "item_count": 2, @@ -17215,18 +17225,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one is a setup/version/dependency/test tweak, while the other rewires CI workflows and related testing/notification code. Their overlap is superficial (shared test file) and they do not fix the same code-path problem.", - "confidence": 0.97, + "summary": "These two pull requests are not duplicates: one is a setup/version/dependency tweak, while the other rewires multiple CI/workflow and testing-related files. They overlap only in a shared Vit test file and both being repo-test style PRs, which is not enough to treat them as the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43532 is the better representative PR because it is the broader, more substantive change set, touching multiple workflows and testing utilities rather than a narrow setup/version edit.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #43532 is the strongest standalone PR in the cluster: it spans several files and a concrete CI/testing flow change, whereas #43488 is mostly a small dependency/version adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different underlying changes and goals: #43488 touches setup.py, dependency tables, and a ViT test; #43532 changes GitHub workflow files plus testing/notification utilities. Shared filename alone is not enough to treat them as the same PR." + "reason": "Reject: the diffs target different code paths and maintenance areas. #43488 changes setup dependencies/versioning and a Vit test, while #43532 updates GitHub Actions workflows plus testing utilities. Shared test-file presence alone does not indicate the same underlying change." } ] }, @@ -17245,8 +17255,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43612-2", "nodes": [ @@ -17256,7 +17266,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "15a9b572ed595151d57c0fd90e08e3c2275fe61335d049bd6142a4d5872729be", + "prepared_review_unit_hash": "5ff90a4a54ba4544bac56b4183f4467008db65c7ecf950e164f54db65c2c6c32", "component_budget": { "node_count": 2, "item_count": 2, @@ -17278,18 +17288,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are closely related in infrastructure and documentation, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They share scaffolding files, but the underlying models, tests, and task docs are distinct, so this is not a duplicate pair.", - "confidence": 0.94, + "summary": "These are related pipeline-addition PRs, but they implement different features: promptable concept segmentation vs promptable visual segmentation. The superficial overlap is mostly in docs and shared pipeline plumbing, not the same bug/change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the better representative only in the sense that it is the broader, more model-backed feature, but it is not a duplicate of 43612 because it targets a different segmentation task and code path.", + "canonical_pr_reason": "No single canonical PR for this cluster: 43612 and 43613 add different pipelines for different tasks/models.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the stronger anchor for the cluster because it covers the more general visual-segmentation feature with more backend/model integrations, but it should not be merged with 43612 as a duplicate.", + "best_pr_reason": "If one PR must be chosen as the representative, 43613 is slightly broader and more integrated, but it is still a separate feature from 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Shared docs/pipeline plumbing is not enough: one adds promptable concept segmentation and the other adds promptable visual segmentation, with different task docs, model integrations, and test files. They are separate features, not the same underlying change." + "reason": "Different concrete features and code paths: concept segmentation vs visual segmentation. Shared docs/pipeline scaffolding is not enough to treat them as duplicates or mergeable into one PR." } ] }, @@ -17308,8 +17318,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43651-2", "nodes": [ @@ -17319,7 +17329,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "23639f2037b88fcb98692c71b0bbf9ee15deef849357ce991a3238d96807ff49", + "prepared_review_unit_hash": "dd31559c7ac1a964d2ee4a8176a24ad211ff729e4301f33609a25050380ee765", "component_budget": { "node_count": 2, "item_count": 2, @@ -17341,18 +17351,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate Trainer extensibility PRs in the same file, but they address different code paths: one changes gradient-accumulation loss scaling, the other makes signature-column filtering overrideable. Related area, not the same underlying change.", - "confidence": 0.96, + "summary": "These are two separate trainer.py feature PRs: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They share a file but not the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate exists here; the PRs solve different Trainer behaviors rather than one shared bug or feature.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the more central representative of the cluster only in the sense that it adds a broader trainer hook, but it should not be treated as a duplicate of #43663.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both touch trainer.py, but one is about gradient-accumulation loss scaling and the other about column/signature filtering. Different behavior, different fix, not mergeable into one PR." + "reason": "Both modify trainer.py, but they address different code paths and concerns: loss scaling in training_step vs. column filtering/signature inspection. They are not the same fix and would not plausibly merge into one PR." } ] }, @@ -17371,8 +17381,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43656-3", "nodes": [ @@ -17384,7 +17394,7 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "f78b626bcd2b1c5055d7d1b12ef7bc1b15019d7aebbcc9186db646cba1d4f189", + "prepared_review_unit_hash": "f6eb8ac409f771c6ac0ff75d001f7fb0a3766c3e26c5ca0bde76c9effc863856", "component_budget": { "node_count": 3, "item_count": 3, @@ -17406,30 +17416,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are in the same `src/transformers/cli/serve.py` area and appear to address the same import-time `TypeAdapter` annotation problem in the CLI. The most focused representative is the minimal, explicit pydantic-related fix.", + "summary": "Three open PRs cluster around TypeAdapter/annotation runtime issues in `src/transformers/cli/serve.py`. Two are closely related fixes for the same optional-import/annotation problem; the third appears to be a separate annotation cleanup on a different issue thread.", "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the clearest and most targeted fix: it explicitly addresses the `TypeAdapter` NameError when pydantic is absent, keeps the change minimal, and directly annotates the problematic code path.", + "canonical_pr_reason": "`pull_request:43842` is the most focused and explicit fix for the TypeAdapter NameError, with a minimal change that avoids importing `TypeAdapter` at runtime when pydantic is absent and string-annotates the validator parameter.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best overall representative because it is the most precise and least invasive fix for the concrete `TypeAdapter` NameError in `serve.py`.", + "best_pr_reason": "`pull_request:43842` is the best representative PR because it directly targets the reported failure mode, keeps the scope small, and is the clearest concrete fix in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs fix the same underlying `TypeAdapter` annotation/import-time NameError in `src/transformers/cli/serve.py`; the changes are different implementations of the same bug fix and could plausibly be folded into one PR." + "accept": false, + "reason": "Both touch the same file and mention TypeAdapter, but they appear to address different underlying problems: `43656` is a broader annotations/future-annotations cleanup tied to a different issue, while `43842` specifically fixes pydantic-optional runtime evaluation. Not the same concrete bug fix." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both PRs target the same `TypeAdapter` NameError in the CLI serve module. Even though 43836 is broader, its stated workaround and the pydantic-specific fix in 43842 are aimed at the same concrete code-path problem." + "reason": "Both PRs target the same TypeAdapter NameError path in `serve.py` and the same issue thread, and both change how `TypeAdapter` is referenced to avoid runtime annotation evaluation. They look like alternate fixes for the same bug and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the chosen representative PR is reasonably supported as the most targeted fix. Both soft-edge accepts are conservative enough here: the PRs share the same file and same TypeAdapter-related bug theme, and their fixes are compatible enough to plausibly live in one PR." + "feedback": "The summary is grounded in the packet: the three PRs all touch `src/transformers/cli/serve.py`, and the issue targets show that `43656` is tied to a different thread than `43836`/`43842`. The best-PR choice is also supported by the diff preview, since `43842` is the smallest explicit fix for the `TypeAdapter` runtime-name problem. The soft-edge decision between `43836` and `43842` is conservative enough: both appear to address the same bug class in the same file and could plausibly be merged into one PR, while `43656` is reasonably treated as a separate annotation cleanup." }, "evaluator_used": true, "retried": false, @@ -17511,8 +17521,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -17618,373 +17628,343 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "0c9ad5a7d44b1769765c7f0e2eb368375662a59eb4087d189ea12b01d40382ea", + "prepared_review_unit_hash": "dc05490d44424914b9e86e91426604d95f7bec6460d1b4c2cb04e28f350f4a53", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75089, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 75094, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a batch of model-specific output-tracing refactors. Only a few pairs are true near-duplicates within the same concrete code path (notably GPT-Neo and GPT-J/CodeGen); the rest are the same umbrella theme but different models and should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the clearest canonical representative: it directly targets the GPT-J/CodeGen output-tracing migration, has an explicit #43979 link, and its diff matches the concrete standardized-decorator refactor pattern most cleanly.", - "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the best global representative of the cluster\u2019s duplicate set because it is focused, explicitly linked to the umbrella issue, and closest to the repeated GPT-J/CodeGen refactor change path.", + "summary": "This cluster is mostly an umbrella output-tracing migration, with a few true duplicate subgroups inside GPT-J/CodeGen and GPT-Neo. Most other pairings are only thematically similar per-model refactors and should stay separate.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #43979 is the common umbrella tracking issue for this standardized output-tracing migration; several PRs in the cluster explicitly target it.", + "canonical_pr_reason": "PR #44722 is the strongest PR anchor because it is the broadest concrete GPT-J/CodeGen output-tracing refactor and overlaps the GPT-J-specific variants most directly.", + "best_issue_reason": "#43979 is the best global issue anchor because it cleanly captures the shared refactor theme across the cluster.", + "best_pr_reason": "#44722 is the best global PR anchor because it represents the broadest concrete change in the strongest duplicate subgroup.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella tracing pattern, but not the same concrete code change." + "reason": "Different model families and code paths; the shared umbrella issue is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and code paths; both are output-tracing refactors, but not duplicates of the same change." + "reason": "Different model families; same refactor pattern, but not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file and same code path; they look like the same underlying change." + "reason": "Same GPT-J output-tracing refactor on the same file; 44066 is just the broader GPT-J/CodeGen sibling." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet vs EfficientNet are different model implementations; shared decorator migration theme is too broad to merge." + "reason": "Different model families and separate per-model refactors." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; only the refactor style matches." + "reason": "Different model families; only the high-level output-tracing theme matches." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different models and different concrete fixes." + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa_v2 are unrelated implementations; same tracing theme is not enough for duplication." + "reason": "MobileNetV2 and DeBERTa are different model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different model paths; not the same bug/change." + "reason": "GPT-J/CodeGen and MGP-STR are separate model-specific refactors." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate code paths; both use the new tracing API but are not duplicates." + "reason": "GPT-J/CodeGen and MPT are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/file, with the same standardized decorator migration." + "reason": "Both are GPT-Neo output-tracing refactors on the same file/code path." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different models and different code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are different models." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct model implementations; shared issue target does not make them duplicates." + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model families and fixes." + "reason": "ResNet and GPT-J/CodeGen are unrelated model refactors." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen touch different code paths; same refactor pattern only." + "reason": "MGP-STR and GPT-J/CodeGen touch different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J are different models; not the same underlying change." + "reason": "ResNet and GPT-J are unrelated model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model implementations." + "reason": "GPT-Neo and ResNet are different concrete code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT are different code paths and different concrete output-handling changes." + "reason": "ResNet and MPT are separate model refactors." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different models; same tracing migration pattern only." + "reason": "GPT-Neo and Flaubert/XLM are different model families." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model families and fixes." + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are separate model code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model implementations." + "reason": "GPT-Neo and Flaubert/XLM are unrelated per-model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model paths." + "reason": "GPT-Neo and MGP-STR do not fix the same concrete problem." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different models; not a duplicate change." + "reason": "GPT-Neo and GPT-J are different model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR are different code paths." + "reason": "GPT-Neo and MGP-STR are different model families/code paths." }, { "left": "pull_request:44071", - "right": "pull_request:44085", + "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J are separate model fixes." + "reason": "MPT and GPT-J/CodeGen are separate model refactors." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are different models and different concrete refactors." + "reason": "GPT2 and MGP-STR are unrelated changes." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated implementations; only the decorator migration theme overlaps." + "reason": "GPT-J and MGP-STR are different model code paths." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen are different code paths." + "reason": "GPT2 and GPT-J/CodeGen are separate refactors, even though they share the umbrella theme." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families; too broad to be duplicates." + "reason": "ViLT and Flaubert/XLM are different model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and MPT are different models; same standardized-output work but not the same change." + "reason": "VisualBert and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are unrelated model implementations." + "reason": "SegFormer and LongT5 are unrelated model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different models and different concrete fixes." + "reason": "RegNet and SegFormer are separate model changes." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are separate code paths; same tracing infrastructure change only." + "reason": "RegNet and MPNet are unrelated per-model refactors." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44129", "accept": false, - "reason": "MPT and ImageGPT are different model files and different output-tracing changes." + "reason": "MPT and SpeechT5 are different code paths and model families." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "Segformer and VisualBert are unrelated model implementations." + "reason": "SqueezeBert and MPT are unrelated model-specific changes." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different model families." + "reason": "SqueezeBert and VisualBert are different concrete refactors." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "GPT2 and MPT are different code paths and not the same fix." + "reason": "RegNet and LongT5 are separate model changes." }, { - "left": "pull_request:44056", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are distinct model implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44018", - "accept": false, - "reason": "RegNet and GPT-Neo are unrelated concrete changes." + "reason": "TextNet and Flaubert/XLM are unrelated implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different models and fixes." + "reason": "MPNet and LongT5 are different model-specific refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "MPT and SpeechT5 are different code paths; same tracing pattern only." + "reason": "RegNet and GPT-Neo are unrelated concrete changes." }, { "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model implementations." + "reason": "SqueezeBert and GPT-Neo are different model code paths." }, { "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert and VisualBert are different model paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44129", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-Neo and SpeechT5 are separate model code paths." + "reason": "SqueezeBert and DeBERTa are separate per-model refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "CVT/FNet and LongT5 are different models; same umbrella refactor is not enough." + "reason": "DeBERTa and TextNet are unrelated changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "CVT/FNet and Segformer are different model implementations." + "reason": "GPT-J/CodeGen and GPT-Neo are different models." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and DeBERTa_v2 are unrelated code paths." + "reason": "GPT-Neo and MPT are different code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "DeBERTa_v2 and TextNet are different models and fixes." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Both center on the same GPT-J/CodeGen output-tracing refactor; the later PR looks like the same change family." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both touch GPT-J output tracing in the same file and are the same underlying refactor, despite 44722 also carrying the CodeGen companion change." + "reason": "MPT and ImageGPT are separate model refactors." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44072", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-J and SpeechT5 are different models and different fixes." + "reason": "EfficientNet and LongT5 are unrelated model-specific changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44073", + "right": "pull_request:44098", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different model families; no shared concrete bug." + "reason": "VisualBert and ViLT are different model families." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated model code paths." + "reason": "Flaubert/XLM and LongT5 are unrelated code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa_v2 and SpeechT5 are different model implementations." + "reason": "TextNet and Flaubert/XLM are separate model refactors." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44154", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTa_v2 and Vits are different models; only the tracing refactor theme overlaps." + "reason": "ViTS and DeBERTa are unrelated model implementations." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge verdicts are mostly conservative. The accepted pairs are all same-model/same-file refactor variants that plausibly merge into a single bugfix PR, while the rejected pairs correctly stay away from cross-model overreach. No clear evidence of overstating duplicate status." + "accept": false, + "feedback": "The cluster-level interpretation is mostly grounded, but the canonical issue reason overstates the evidence: #43979 is not explicitly targeted by most PRs in the packet, only by a minority of them. Please soften that language to something like \u201cseveral PRs explicitly target it\u201d or \u201cit serves as a common umbrella issue.\u201d The accepted soft-edge pairs are plausible, but the writeup should stay more conservative about how much direct issue overlap exists." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17997,8 +17977,8 @@ "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -18019,14 +17999,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "d503011584788ee1b2a5bef08291a8550059ddd93010f4af300af5db0559ed27", + "prepared_review_unit_hash": "f36ab84f6073bdee94ea4d4ef57c780baa25a4a25f32bd06a65240baf0de026e", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, @@ -18041,48 +18021,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are the same broad modernization pattern\u2014model-specific migration to standardized output capture\u2014but they target different architectures and code paths, so none of the soft pairs are true duplicates.", - "confidence": 0.96, + "summary": "These pull requests are all separate, model-specific migrations to the new standardized output-capture/tracing utilities. They share a refactor theme, but they are not the same underlying code-path change, so the soft duplicate edges should be rejected.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best representative because it is the only one tied to an explicit issue and shows the standardized output-capture refactor most clearly, but it is still specific to SpeechT5 rather than a shared bugfix.", + "canonical_pr_reason": "No true duplicate PR cluster here; if a representative is needed, PR 44073 is a good canonical example because it cleanly applies the standardized output-capture pattern in one model with explicit _can_record_outputs and can_return_tuple usage.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest single PR to anchor the cluster: explicit issue linkage, clear refactor intent, and a self-contained model-specific implementation.", + "best_pr_reason": "PR 44073 is the best single representative of the cluster\u2019s theme: it applies the standardized output-tracing refactor directly and explicitly wires the capture targets, making it a clear exemplar of the change pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Different models (FocalNet vs ImageGPT) and different forward paths; same refactor style, not the same underlying change." + "reason": "Same broad refactor theme, but FocalNet and ImageGPT are different model implementations and code paths; not mergeable as one duplicate PR." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Different models (VisualBert vs TextNet); they share output-tracing cleanup, but the affected code and behavior are unrelated." + "reason": "Both are output-tracing refactors, but VisualBert and TextNet are unrelated model code paths; too model-specific to treat as the same change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate model implementations with distinct output-capture wiring; not mergeable as one PR." + "reason": "MPNet vs VisualBert are distinct model internals; shared standardized-output machinery is not enough to call them the same underlying fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet vs TextNet touches different model internals and output-return conventions; same theme, not same bug/change." + "reason": "These are separate model migrations with similar utility usage, not the same concrete bug or one PR that could plausibly absorb the other." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; both standardize outputs, but they do not fix the same concrete problem." + "reason": "RegNet and SqueezeBert are unrelated model paths; similarity is only at the refactor pattern level." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different models with different output-tracing implementations; the overlap is only in refactoring approach." + "reason": "SqueezeBert and SpeechT5 are different architectures, and 44129 is additionally tied to its own explicit tracking issue, so this is not a duplicate change." } ] }, @@ -18101,8 +18081,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43998-13", "nodes": [ @@ -18162,7 +18142,7 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "7d7011b1878eeec12309620fd4e6e9a88736902d5d528f889aec869820f3c09b", + "prepared_review_unit_hash": "2ad3e5db4e78e2f14a9157e0dfcce8920a0b29976a8a6fe5224959eb58131c5d", "component_budget": { "node_count": 13, "item_count": 13, @@ -18184,252 +18164,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a common refactor theme (output tracing / can_return_tuple) but target different models and code paths, so they are not duplicates of the same change.", - "confidence": 0.96, + "summary": "These are all model-specific output-tracing refactor PRs that share a naming pattern and some helper usage, but they affect different code paths and should not be deduplicated as one change.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No issue artifacts are present. If one PR must represent the cluster, 44003 is the most central because it spans both mamba and falcon_mamba and shows the core tracing-helper integration.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "44003 is the strongest representative of the theme, but only as a cluster exemplar: it is broader than most others, yet still a model-family-specific refactor rather than the same change as the rest.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor theme, not the same concrete fix." + "reason": "Different models and files (timm_backbone vs upernet); same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Unrelated model implementations; no shared code path or bug beyond generic output-tracing refactoring." + "reason": "Different model families (timm_backbone vs vision_text_dual_encoder); not the same code-path fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`timm_backbone` vs `univnet`); separate forward/output handling changes." + "reason": "Different targets (timm_backbone vs univnet); shared helper usage is not enough to merge." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `mamba/falcon_mamba` are distinct subsystems with separate refactors." + "reason": "Both are tracing refactors, but they touch unrelated model implementations and changes." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and files; not the same underlying change." + "reason": "Different architectures (timm_backbone vs rwkv); no shared concrete bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model code paths (`mobilenet_v1` vs `univnet`), only broadly similar tracing refactor." + "reason": "MobileNetV1 and UnivNet are unrelated model paths; only the refactor pattern matches." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate models and forward signatures; not one mergeable duplicate change." + "reason": "Different models (mobilenet_v1 vs upernet); not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` is unrelated to `depth_anything` / `prompt_depth_anything`; no shared concrete bug." + "reason": "Different model families and files; both alter tracing, but not one mergeable fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder-decoder model families; same theme but not same fix." + "reason": "MobileNetV1 vs VisionEncoderDecoder are separate code paths; same utility addition only." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` touch different implementations and behaviors." + "reason": "MobileNetV1 and SpeechEncoderDecoder are unrelated; no duplicated bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `univnet`); no shared code path." + "reason": "Vision-Text Dual Encoder vs UnivNet are different model stacks; refactor theme is too broad." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Separate model families and APIs; same refactor motif only." + "reason": "Different targets (vision_text_dual_encoder vs upernet); not the same concrete code path." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems (`vision_text_dual_encoder` vs `mamba`); not mergeable as one fix." + "reason": "Shared output-tracing terminology, but different model implementations and edits." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Distinct model code paths; similar output-tracing cleanup is not enough for duplication." + "reason": "Different model families (vision_text_dual_encoder vs depth_anything); not one duplicate fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated model implementations." + "reason": "UnivNet and UperNet are unrelated components; same helper refactor only." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; no same underlying bug/change." + "reason": "Different code paths in different model families; not plausibly one PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` does not overlap with `depth_anything` code paths." + "reason": "UnivNet vs Depth Anything are separate changes, despite similar output-tracing cleanup." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated; same refactor pattern only." + "reason": "UperNet and RWKV are unrelated models; no shared underlying bug." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families with separate forward/output behavior." + "reason": "Different model implementations and files; only the generic tracing refactor overlaps." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba` and `superpoint` are unrelated; no common concrete fix." + "reason": "Mamba-family tracing refactor vs SuperPoint output change; different code paths and behavior." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different code paths (`mamba` vs `codegen`); not the same PR-worthy change." + "reason": "Mamba/RWKV-style tracing work is unrelated to CodeGen's decoder changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated implementations." + "reason": "Timm backbone and CodeGen are unrelated implementations; same refactor motif only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Separate model classes and forward semantics; no duplicate bug." + "reason": "UnivNet and CodeGen touch different domains and code paths; not a duplicate." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different subsystems (`upernet` vs `codegen`); only generic tracing refactor overlap." + "reason": "UperNet and CodeGen are different model families; no shared concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Distinct models and output formats; not the same underlying change." + "reason": "Vision-text dual encoder vs CodeGen are unrelated; same helper pattern is insufficient." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different model families." + "reason": "Depth Anything vs VisionEncoderDecoder are distinct model code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different models and APIs; same broad cleanup theme, not one fix." + "reason": "Depth Anything and SpeechEncoderDecoder are unrelated; not the same bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` do not share a concrete code path." + "reason": "Depth Anything vs SuperPoint are different model implementations; no duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`depth_anything` vs `rwkv`); not duplicates." + "reason": "Depth Anything and RWKV are separate model families; only the refactor pattern matches." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are unrelated changes despite similar refactoring." + "reason": "Depth Anything vs DPR are unrelated code paths; not mergeable as one fix." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths." + "reason": "VisionEncoderDecoder and RWKV are different subsystems; no shared underlying issue." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder stacks; not the same concrete bug/change." + "reason": "VisionEncoderDecoder vs SpeechEncoderDecoder are analogous but distinct implementations." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are unrelated models." + "reason": "Different model families (vision encoder-decoder vs superpoint); not the same change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and output handling; no shared fix." + "reason": "VisionEncoderDecoder and DPR touch unrelated paths; shared pattern only." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated implementations." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models; not a duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model subsystems; same refactor pattern only." + "reason": "SpeechEncoderDecoder vs RWKV are separate code paths with different behavior." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are not the same underlying change." + "reason": "SpeechEncoderDecoder and DPR are unrelated; same refactor motif only." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` have no shared code path." + "reason": "SuperPoint and RWKV differ in architecture and implementation; no same bug." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and behaviors; not mergeable as one PR." + "reason": "SuperPoint vs DPR are distinct models; not one mergeable PR." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are unrelated model implementations; only the output-tracing cleanup overlaps." + "reason": "RWKV and DPR are unrelated model families; the similarity is only in output-tracing cleanup." } ] }, @@ -18448,8 +18428,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44662-3", "nodes": [ @@ -18462,52 +18442,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "d7c4c19dbbeb6e3f5509886139a59b38000defb7f62c93c8d79c48f2cc0a7e5a", + "prepared_review_unit_hash": "946e530f0b646b136cde5204ca87d76279471899a6f2689fd37f998cf4367129", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three distinct model-addition PRs for different architectures and tasks (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only common Transformers integration scaffolding, so they are not duplicates.", - "confidence": 0.98, + "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS) that share Transformers boilerplate and auto-registry updates, but they do not fix or implement the same underlying model or code path.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a valid canonical duplicate representative: each PR introduces a different model family with its own config, modeling, processor, and tests.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "None of these PRs should be treated as the cluster\u2019s best duplicate representative, because they do not fix the same underlying bug or implement the same change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "PenguinVL (vision-language) and Voxtral TTS (text-to-speech) are unrelated model implementations; shared auto-registration and docs files are just boilerplate." + "reason": "Different model implementations for different modalities/domains (vision-language vs TTS). Shared docs/auto-registration boilerplate is not enough to treat them as the same change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are different models with different codepaths and files; overlap is only in generic model-registration/docs plumbing." + "reason": "They add unrelated models (PenguinVL vs DeepSeek-OCR-2) with distinct configs, modeling, processing, and tests; only the generic new-model scaffolding overlaps." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 (OCR/vision) and Voxtral TTS (speech generation) are different concrete features, not the same bug or mergeable change set." + "reason": "OCR model support and TTS model support are separate features with different code paths and artifacts; no evidence they could be merged into one concrete fix." } ] }, @@ -18526,8 +18506,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44979-2", "nodes": [ @@ -18537,12 +18517,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "becd15cd66a1f1137551d1eba27cb4d209d94fba44c7920633e12a5ad0f59a2a", + "prepared_review_unit_hash": "46fec4e767fbe8413a8952dd3163fcb07f116505cd91dbb7d7308ca2dc3bcd25", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18550,7 +18530,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18559,18 +18539,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in the broad theme of module/kernel fusion, but they are not the same change: one introduces a generic module fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integration points.", - "confidence": 0.87, + "summary": "These PRs are related by the broad theme of fusion, but they implement different features on different code paths: one adds a new low-level Module Fusion API, the other wires up n-to-1 kernel fusion through KernelConfig and model/integration changes. They do not look like duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the better canonical representative because it introduces the foundational, general-purpose Module Fusion API and includes dedicated tests. It is broader and more self-contained than the draft PR #45363, which appears to be a downstream, specific integration of that idea.", + "canonical_pr_reason": "PR #45363 is the better cluster representative because it implements the more concrete end-to-end fusion path (`KernelConfig` plus modeling/integration plumbing) rather than only introducing a lower-level API layer.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the strongest cluster anchor: it is non-draft, API-level, and appears to define the core abstraction that the other PR builds upon. PR #45363 is narrower and likely depends on the concepts introduced here.", + "best_pr_reason": "PR #45363 is the strongest overall artifact in this set: it has a clearer user-facing feature, touches the actual runtime integration points, and includes an example demonstrating the intended fused workflow.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Reject: these are adjacent but not the same underlying change. #44979 adds a general Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and touches different integration code paths. They would not plausibly be merged as one PR." + "reason": "Not the same underlying change: #44979 adds a new standalone Module Fusion API in `src/transformers/module_fusion.py`, while #45363 implements n-to-1 kernel fusion via `KernelConfig` across different integration/modeling files. They are adjacent concepts, but not the same code-path fix or mergeable into one PR as duplicates." } ] }, @@ -18589,8 +18569,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45086-2", "nodes": [ @@ -18600,7 +18580,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "be859ebf09058f3220d163e3a3fbd86a4e273be06c3dbc71a6e525b7382000ef", + "prepared_review_unit_hash": "c87e5c55606dc12c4818673b6c908aa7531bb5417b1b69414825778a76e0c9bd", "component_budget": { "node_count": 2, "item_count": 2, @@ -18622,18 +18602,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same Mistral regex patch bug in the same code path (`_patch_mistral_regex`) and share the same issue target. PR #45317 looks like the more complete fix because it includes test coverage in addition to the code change.", + "summary": "Both pull requests fix the same Mistral regex pre-tokenizer AttributeError by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path. The second PR is a fuller version of the same change, adding tests, so they look like duplicates rather than distinct fixes.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the stronger canonical PR: it fixes the same AttributeError, has the same file-level change, and adds tests, making it the more complete representation of the fix.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage and a clearer, more complete patch.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best representative of the cluster because it most fully addresses the bug and includes validation via tests.", + "best_pr_reason": "PR 45317 is the best overall PR for this cluster because it most completely addresses the bug and is the most merge-ready version of the shared fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same fix location (`tokenization_utils_tokenizers.py` / `_patch_mistral_regex`), with the later PR extending the earlier one by adding tests; they are effectively duplicate fixes for the same issue." + "reason": "Same underlying AttributeError fix in the same function and file; 45317 is essentially a superset with tests, so these are duplicate PRs for the same change." } ] }, @@ -18652,8 +18632,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45115-2", "nodes": [ @@ -18663,12 +18643,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "fb109d5fdbf4367650716ec1e9f95fecf68ba89c72481e79ba63480beb923890", + "prepared_review_unit_hash": "870c5b3a753297973d2bc76e3f38cbb3c4073f623eba6608a3e73d0269f8daf3", "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 }, @@ -18676,7 +18656,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -18685,18 +18665,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch NemotronH internals, but they address different changes: #45115 is a conversion-mapping/refactor PR, while #45569 is a broader model-splitting and docs/modeling update. They are related but not duplicates.", + "summary": "Both PRs are about Nemotron H model work, but they target different changes: PR 45115 is a focused refactor/conversion-mapping update for NemotronH inheritance, while PR 45569 is a broader split/addition of NemotronH dense/sparse variants with docs, auto-mappings, and tests. They are related but not the same mergeable fix.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the broader, more complete NemotronH change set: it introduces the dense/sparse model split, updates auto/modeling wiring, docs, and tests. It looks like the main implementation PR rather than a narrow supporting refactor.", + "canonical_pr_reason": "PR 45569 is the broader, more complete implementation of the NemotronH family restructuring, covering new dense/sparse model packages plus docs and test updates; it looks like the main umbrella change in this cluster.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the best representative of the cluster because it covers the actual user-facing/model-architecture rework, whereas #45115 is limited to conversion key renaming and compatibility mapping.", + "best_pr_reason": "PR 45569 is the best representative because it includes the user-facing API and documentation changes along with the new model variants, making it the most central and comprehensive artifact here.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH files, but the concrete changes differ: #45115 only adds checkpoint conversion renames and compatibility mappings, while #45569 splits/rewires NemotronH into dense and sparse models with docs and tests. Not the same fix and not plausibly one merged PR." + "reason": "They overlap on NemotronH internals, but 45115 is a narrow refactor/conversion-mapping change and 45569 is a larger feature split into dense/sparse variants; they do not look like the same concrete bug or a single PR merge target." } ] }, @@ -18715,8 +18695,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45332-2", "nodes": [ @@ -18726,12 +18706,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "e1d0c9e5c5f8cf6e5d16091ea97e4aa0a6fd0934135be9a61f71f80c5293c217", + "prepared_review_unit_hash": "0624654766ab27c9f2e4bf26c5b6e8639f732772ed1eab900e4769cc452098fc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -18739,7 +18719,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -18748,18 +18728,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same heterogeneous-config feature area, but one is a broader end-to-end heterogeneous model support change and the other is a narrower config-only change. They are related, not duplicates.", - "confidence": 0.81, + "summary": "Two open PRs in the same heterogeneous-model feature area, but they appear to be staged, complementary changes rather than duplicates: one adds per-layer config support, the other adds per-layer modeling/cache support on top of that.", + "confidence": 0.76, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change: it includes per-layer config handling plus modeling/cache/masking updates and tests, so it subsumes the narrower config-only work in #45333.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it covers heterogeneous modeling plus config-related integration and touches more of the runtime path, so it best represents the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best standalone candidate because it covers the full heterogeneous model support path, not just configuration plumbing.", + "best_pr_reason": "PR #45332 is the strongest representative because it spans the larger end-to-end feature and is the more likely parent change for the surrounding heterogeneous support work.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same underlying change: #45333 is config support only, while #45332 adds broader modeling/cache behavior. They would not naturally be merged as one duplicate PR." + "reason": "Related feature work, but not the same concrete change: #45333 adds heterogeneous per-layer config support, while #45332 extends modeling/cache behavior using that support. They are adjacent pieces that could be merged sequentially, not duplicates." } ] }, @@ -18778,8 +18758,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45415-2", "nodes": [ @@ -18789,7 +18769,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "c835e998a8664a515e60034ae4c0d0905862aa8ec1cae81792b4a78cd470c5d2", + "prepared_review_unit_hash": "be330ad818b6d1b112338a4a6e7f89cfb0561602122c5a3c70e969cd626d8b36", "component_budget": { "node_count": 2, "item_count": 2, @@ -18811,18 +18791,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs are both typing-related, but they address different changes: PR 45415 is a broad mypy/type-checking sweep across many `src/transformers/*.py` files and config, while PR 45425 adds shared typing protocols/helpers in `_typing.py` and updates a smaller set of typing-related call sites. The overlap in a few files is not enough to treat them as the same change.", - "confidence": 0.92, + "summary": "Both pull requests are about typing cleanup in Transformers, but they are not the same change: PR 45415 is a broad type-checking sweep across many files, while PR 45425 adds specific typing aliases/protocols for modeling-related code paths. They overlap in touched files, but the concrete fixes are different, so this is not a duplicate pair.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the best canonical representative because it is the broader umbrella change: a large type-checking pass across many modules plus config adjustments, rather than a narrower helper/type-annotation refinement.", + "canonical_pr_reason": "PR 45425 is the more concrete, narrowly-scoped typing change; PR 45415 is a broader repository-wide type-checking sweep and not the same underlying modification.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the strongest standalone representative of the cluster since it covers the widest scope and is the most likely target for deduping related typing-sweep work.", + "best_pr_reason": "PR 45425 is the best representative of the cluster because it targets a specific typing deficiency with a focused code change, whereas PR 45415 is a large unrelated type-checking pass.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are typing-focused, but they are not the same underlying bug/change. 45415 is a broad repository-wide type-checking sweep, while 45425 introduces shared typing protocols and aliases in `_typing.py` and updates a smaller set of consumers. Shared filenames alone do not make them mergeable into one PR." + "reason": "Shared typing-related files are not enough: 45415 is a broad type-checking enablement PR, while 45425 adds specific Protocol/TypeAlias support for modeling_utils and related integrations. They do not look like one mergeable fix for the same bug." } ] }, @@ -18841,8 +18821,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45487-4", "nodes": [ @@ -18857,12 +18837,12 @@ "pull_request:45817|pull_request:45843", "pull_request:45836|pull_request:45843" ], - "prepared_review_unit_hash": "ec86b5cee032337369eb62048a6d238280b2fd5487cbf832f9ad34491bd1305e", + "prepared_review_unit_hash": "fc9ccae092a3f0a75e783e0b86b0bd57c05fd013a3e9bdd4fbbc214bd317a0a9", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 10389, + "serialized_chars": 10390, "estimated_input_tokens": 2598, "estimated_eval_tokens": 5452 }, @@ -18870,7 +18850,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 10389, + "serialized_chars": 10390, "estimated_input_tokens": 2598, "estimated_eval_tokens": 5452 }, @@ -18879,36 +18859,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly separate PRs that happen to share a broad \"model parallel\" theme; one is just test skipping. They do not appear to fix the same concrete bug or code path.", - "confidence": 0.9, + "summary": "These PRs are loosely related by model-parallel compatibility, but they fix different model families and one is only test skips; they should not be clustered as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45487 is the most representative cluster anchor because it is an explicit model-parallel fix with concrete code changes across multiple model implementations, not just a test adjustment.", + "canonical_pr_reason": "PR 45817 is the best representative of the cluster because it contains a concrete code-path fix for model-parallel behavior plus tests, while the others are either different model-specific fixes or just test skips.", "best_issue_reason": null, - "best_pr_reason": "PR #45487 is the clearest canonical representative for the cluster's theme and has the broadest directly relevant fix among the candidates.", + "best_pr_reason": "PR 45817 is the strongest standalone fix in this set: it makes the model-parallel path device-safe in Gemma4 and adds coverage. The other PRs do not describe the same underlying bug.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45843", "accept": false, - "reason": "Both concern model-parallel behavior, but they fix different models and different code paths (AltCLIP/ChineseCLIP vs Deimv2). Same broad subsystem, not the same underlying bug." + "reason": "Both are model-parallel fixes, but they target different architectures (AltCLIP/ChineseCLIP vs Deimv2) and different code paths, so they are not the same underlying change." }, { "left": "pull_request:45487", "right": "pull_request:45836", "accept": false, - "reason": "#45836 only skips failing tests for MiniCPM-V/Qwen3.5; it does not fix the model-parallel bug in #45487." + "reason": "45487 fixes actual model-parallel code in model files; 45836 only skips failing tests for MiniCPM-V/Qwen3.5 cache incompatibilities. Different problems." }, { "left": "pull_request:45817", "right": "pull_request:45843", "accept": false, - "reason": "Both are model-parallel fixes, but one is Gemma4-specific and the other is Deimv2-specific. They are different concrete fixes and should not be merged as duplicates." + "reason": "Gemma4 model-parallel handling and Deimv2 model-parallel handling are separate bug fixes in different implementations, not one mergeable PR." }, { "left": "pull_request:45836", "right": "pull_request:45843", "accept": false, - "reason": "#45836 is a test-skip PR, while #45843 changes Deimv2 model code. They are unrelated fixes." + "reason": "45836 is a test-skip PR for quantized cache failures, while 45843 changes Deimv2 model-parallel code. They do not fix the same bug." } ] }, @@ -18927,8 +18907,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45548-2", "nodes": [ @@ -18938,7 +18918,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "57d7464d7b01b6b4c52c9279faaac3f86236cdeef567bce811039bb382a0d884", + "prepared_review_unit_hash": "b9795b21175364ec095637349af731c88eeecf88b6f218233a83ef6906ff1ccd", "component_budget": { "node_count": 2, "item_count": 2, @@ -18960,18 +18940,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch expert-parallel loading, but they fix different failure modes: one is about preserving/recognizing distributed_config for EP + DeepSpeed ZeRO-3 loading, while the other is about preventing FSDP2 rank-0 broadcast from overwriting experts during sharded loading.", - "confidence": 0.94, + "summary": "These are related to expert-parallel distributed loading, but they target different concrete failures: one fixes EP + DeepSpeed ZeRO-3 config/loading behavior, the other fixes EP + FSDP2 expert parameters being overwritten during load. Not a duplicate pair.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical representative because it addresses the more explicit concrete loading bug (expert parameters being overwritten on rank-0 broadcast) with a broader implementation across loading paths.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the more concrete and self-contained bug fix: it addresses a specific incorrect parameter assignment path during distributed sharded loading, with targeted code changes across the loading stack.", + "best_pr_reason": "PR #45662 is the strongest standalone fix in this cluster: it has a clear symptom, touches the relevant loading code paths, and targets a specific distributed-model initialization failure. PR #45548 is narrower and concerns a different loading/configuration issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and code paths: 45548 focuses on config serialization/EP detection for accelerate+ZeRO-3, while 45662 fixes post-shard parameter wrapping to stop rank-0 broadcast from overwriting experts under FSDP2. They are not mergeable as one PR." + "reason": "Both are about EP/distributed model loading, but they fix different bugs and different code paths: ZeRO-3/accelerate config handling versus FSDP2 expert params being overwritten. Too broad to merge as duplicates." } ] }, @@ -18990,8 +18970,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45639-2", "nodes": [ @@ -19001,7 +18981,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "46b68e240c887eea68e1b9c113d631f2acbe22281dbf5974d0bd2a5c0e502cc0", + "prepared_review_unit_hash": "85c02197e1a54820d2b597e2797ecf27180da6d09d66dfa71bf115c88f0ea6d9", "component_budget": { "node_count": 2, "item_count": 2, @@ -19023,18 +19003,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info collision in testing_utils; 45645 is the broader, more complete fix that also updates CI handling for multiple artifact files.", - "confidence": 0.91, + "summary": "Both PRs address the same captured_info/xdist logging problem; 45645 is the broader superset with the workflow and notification updates needed to consume the new per-worker log files.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe file handling in testing_utils plus the downstream workflow changes needed to read multiple captured_info files in CI.", + "canonical_pr_reason": "PR 45645 is the more complete version of the xdist-safe captured_info fix, including the downstream CI log aggregation changes needed for the new file layout.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative of the change set: it covers the same underlying bug as 45639 and adds the necessary artifact/CI plumbing rather than just the library-side fix.", + "best_pr_reason": "PR 45645 is the best standalone candidate because it covers the root code-path fix and the supporting CI/notification plumbing, making it the most complete fix for the underlying artifact collision issue.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist workers colliding on captured_info output. 45645 appears to subsume 45639\u2019s fix and extends it with related CI handling, so they are plausibly one merged change." + "reason": "Accept: 45645 is a superset of 45639\u2019s exact captured_info xdist-safety fix and appears to target the same underlying bug, with additional downstream handling that could plausibly live in the same PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index dc3ef136bf798e4781a6b7d0525259aa400bd24f..a6a5e5fb1cdfe00518101f33327e634be34cbbd8 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260511t000025z", + "analysis_id": "hybrid-model-20260511t060028z", "archived_artifacts": { - "hybrid": "snapshots/20260511T000025Z/analysis-runs/hybrid-model-20260511t000025z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260511T000025Z/analysis-runs/hybrid-model-20260511t000025z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260511T060028Z/analysis-runs/hybrid-model-20260511t060028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260511T060028Z/analysis-runs/hybrid-model-20260511t060028z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-11T00:06:52Z", + "published_at": "2026-05-11T06:10:42Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260511T000025Z", + "snapshot_id": "20260511T060028Z", "variant": "hybrid" } diff --git a/snapshots/20260511T060028Z/analysis-runs/hybrid-model-20260511t060028z/analysis-report-hybrid.json b/snapshots/20260511T060028Z/analysis-runs/hybrid-model-20260511t060028z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..d3cb3d9de91e395554c20f24d8ae9f1c5ac9ef4f --- /dev/null +++ b/snapshots/20260511T060028Z/analysis-runs/hybrid-model-20260511t060028z/analysis-report-hybrid.json @@ -0,0 +1,2076 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260511T060028Z", + "generated_at": "2026-05-11T06:10:38Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 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{ + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-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, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and 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loosely related by language-model/runtime errors and are not true duplicates. The only clear duplicate pair is the DeepSpeed ZeRO-3/BERT index-out-of-bounds report; the rest differ by model, subsystem, or failure mode.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43638 is the broader, clearer representative of the accepted ZeRO-3/BERT index-out-of-bounds bug, so it works best as the canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43638 best represents the duplicate pair because it describes the general non-pretrained BertModel + DeepSpeed ZeRO-3 failure without narrowing the reproduction too much.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: config attribute error vs streaming chat/completions runtime issue." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different problems: AMD GPU model runtime failure vs MPS histogram op not implemented." + }, + { 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"left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export issue vs auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups for v5 removals, but they concern different removed references." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export bug vs import error for GenerationMixin; different layers." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape index error during generation is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Same error family superficially, but the models and reproductions differ." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are index errors, but one is ZeRO-3/BERT initialization and 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"issue:36331", + "accept": false, + "reason": "Activation checkpointing FSDP issue is unrelated to CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and different error classes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific runtime bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3TextConfig missing field with vLLM is unrelated to Mistral tokenizer regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both concern Gemma4, but one is a device-mapping forward bug and the other is an expensive reverse-embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility is unrelated to Qwen-3-8B-NVFP4 runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:44457", + "accept": false, + "reason": "dtype autocast mismatch is unrelated to LoRA merge/save output divergence." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch is not the same as Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 embedding unpacking bug differs from GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error is unrelated to Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models and different backend-specific failures." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different dtype/runtime issues on different models." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method is unrelated to the MPS histogram not implemented error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific dtype/runtime problems." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime failure is unrelated to Qwen3.5 embedding unpacking." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is unrelated to Qwen3.5 embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3/Gemma3 ZeRO-3 index error is similar in shape but a different model and failure path." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues for removed v5 features, but they target different references." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to Qwen3-vl-embedding StopIteration." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/model combinations and different runtime errors." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 embedding issue is unrelated to MPS histogram op failure." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different dtype-related bugs in different subsystems." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to trainer compute_loss API breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP bug is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call issue is unrelated to mask-shape indexing error." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs regressions: text classification docs vs run command docs." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both involve DeepSpeed ZeRO-3 and index errors, but the affected models and root causes differ." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3TextConfig/vLLM issue is unrelated to Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device-mapping forward mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is unrelated to Qwen3-vl-embedding StopIteration." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint and NemotronH loading bug are not the same issue." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model load failure differs from a corrupted checkpoint report." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3TextConfig attribute bug is unrelated to Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape mismatch is a different bug from the ZeRO-3/BERT index error." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3/BERT index error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming inference failure are different symptoms." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "lm_head weight tying bug is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different model/config issues; not the same bug." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming failure is unrelated to the MPS histogram backend error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch.dynamo tracing failure is unrelated to the MPS histogram issue." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different models and different numerical/runtime failures." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error is unrelated to Gemma3TextConfig missing attribute." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative, and the only accepted duplicate pair is well-supported by the very close ZeRO-3/BERT index-out-of-bounds titles. I did not see any soft-edge verdict that overstates the evidence based on 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": 17, + "review_unit_index": 2, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45698", + "issue:45800", + "issue:45823" + ], + "soft_pairs": [ + "issue:44841|issue:45084", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "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:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:40990|issue:44960", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "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" + ], + "prepared_review_unit_hash": "f97f38e2cb29fcb674c8580b43832c1c7e21297134d41898c96578dab3c7314d", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37495, + "estimated_input_tokens": 9374, + "estimated_eval_tokens": 19004 + }, + "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 bug reports. The only clear duplicate subcluster is the Transformers v5 non-persistent-buffer regression, where three issues describe the same corruption bug from slightly different angles.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43950 is the best canonical issue because it most precisely states the shared regression (`from_pretrained()` corrupting non-persistent buffers) and sits at the center of the clear duplicate subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest representative issue in this cluster: it is specific, regression-focused, and matches the confirmed duplicate theme better than the broader rephrasings.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: a processor/model load problem versus a compile-time template-node TypeError." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Both mention version/model incompatibility, but one is a torch-transformers compatibility report and the other is a Gemma4 device-mismatch forward bug." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index-out-of-bounds style errors, but the model paths and triggering conditions differ; not clearly the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "One is a vLLM/PaddleOCR-VL loading failure; the other is GGUF support for gpt-oss. Same area, different bug." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated regressions: missing pad_token_idx in StableLmConfig versus a pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "One is an int4 quantization memory/OOM regression; the other is a tied-weights issue in translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE/GPT-style models, but the reported runtime failures and code paths differ." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "An autocast dtype-mismatch error and a chat/completions streaming failure are not the same concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different regressions: init_empty_weights argument handling versus a pydantic model field breakage." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GPT-OSS GGUF support and Qwen3.5 streaming chat failures are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers incompatibility are too broad and do not point to one shared defect." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PretrainedConfig/pydantic regression are different problems." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different code paths: torch dynamo grouped_mm tracing versus missing Float8 storage support." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors under ZeRO-3, but the reported shapes/models and likely root causes differ." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 quality, but one is a general embedding-quality complaint and the other is an AutoModel/pipeline misbehavior report." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "WikiText-2 perplexity on gpt-oss and a GLM5 issue are different model-level reports." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Both involve model/input mismatches, but one is an image preprocessor dtype issue and the other is an embeddings/unpacking issue with trl SFT." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape runtime error and Qwen3.5 embedding unpacking are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both are about custom-code loading, but one is a leaf-directory cache collision and the other is wrong module loading after save_pretrained; not enough to merge as one bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and tied weights on translation models are related conceptually but not the same concrete issue." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook/custom-model initialization and flash-attn fallback checks are unrelated regressions." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and tied-weights translation-model regression are different subsystems and bugs." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion and docs mentioning removed run command are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and flash-attn fallback gating are different issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weights handling are not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied weights in translation models are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a removed CLI command in docs are not the same underlying change." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT input-embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and Qwen-3-8B-NVFP4 runtime errors do not share a concrete code path." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: both report Transformers v5 corrupting non-persistent buffers; only wording differs." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying bug in the v5 non-persistent-buffer handling regression; 43950 just states the API and corruption more explicitly." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime failures: Qwen-3-8B-NVFP4 versus GraniteMoEHybrid invalid method calls." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs example mismatch/quantization failure and the other is text-embedding quality regression; not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet supports the claim that most items are unrelated and that 43644/43950/44534 form the clear duplicate subcluster around non-persistent-buffer corruption in Transformers v5. The conservative false verdicts are reasonable from the titles alone, and no pair is overstated as mergeable beyond what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43866|issue:44403", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43881|issue:43883", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:43975|issue:44451", + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43742|issue:45399" + ], + "prepared_review_unit_hash": "9865c39becefa3a005dae70336e39b858cb830ab5d19f3c65998f061e5b7f169", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37387, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mixed bag of unrelated model-loading, quantization, device, and docs regressions. The only clear duplicate pair is the two v5 docs issues about removed pipeline tasks; most other soft matches are too broad or only share a subsystem/theme.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44509 is the clearest representative of the one true duplicate group: it precisely states the lingering v5 docs references to removed pipeline tasks, whereas issue:43827 is the same cleanup in a more generic form.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44509 is the strongest single issue here because it is specific, actionable, and directly matches its duplicate counterpart; the rest of the items are mostly unrelated one-off regressions rather than a cohesive bug cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and different failure modes: autocast dtype mismatch vs Qwen3.5 flash-attn/position_ids crash." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated errors: a custom training loss signature mismatch vs a ZeRO-3 loading IndexError." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Only a broad version-compatibility theme is shared; not the same concrete import bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint report is not the same as generic loading noise." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are compatibility-type errors, but they involve different quantization/storage paths and are not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs tokenizer behavior change; too different in symptom and scope." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to Molmo's missing tied-weights attribute." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is embedding quality; not clearly the same defect." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attn packed-sequence crash and CPU-offload rotary embedding incompatibility are different code paths." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failures." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is ineffective gradient checkpointing and the other int4 CUDA reserved-memory growth." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Likely related SigLIP2 problems, but the evidence is too indirect to treat them as the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as a specific model load failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote-code loading, but one is missing config fields and the other is broader recent-version breakage." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression is unrelated to the flash_attn import-utils KeyError." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "DeepSeek tokenization bug and AMD GPU support issue are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise is not the same as a specific model failing to load." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both are training-memory complaints, but not the same mechanism or fix." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and different loading/runtime errors." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Qwen3MoE FP8 failure are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error is not the same as the GLM5 issue." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Version-compatibility warning vs LoRA compatibility breakage; related theme, different bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram kernel limitation and Gemma4 device mismatch are different device issues." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing model class is unrelated to bitsandbytes Int8Params incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code breakage and Gemma4 device-mapping mismatch are different problems." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping logic failure is not the same as remote-code model loading regression." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and PLE device mismatch are different runtime errors." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error and bitsandbytes storage/parameter incompatibility are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are version regressions, but one is remote-code loading and the other is a Kimi-K2.5 tokenizer regression." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report stale docs still referencing pipeline tasks removed in v5; same documentation cleanup." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights bug and non-persistent buffer corruption are different state/load bugs." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error is unrelated to flash-attn fallback checks." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft matches. The only accepted duplicate pair, issue:43827 \u2194 issue:44509, is well supported by the titles and descriptions, and the rejected pairs are mostly appropriately treated as same-subsystem-but-different-bug rather than duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45538", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43792|issue:44220", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43638|issue:45823", + "issue:43872|issue:44291", + "issue:43940|issue:45313", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:44560|issue:44918", + "issue:43950|issue:45325" + ], + "prepared_review_unit_hash": "d74958cfb31320a7475bf33735a9d76fcdf1d5aad296a17b491be1a8a00adc43", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37381, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "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 with a few likely duplicate pairs. I only found three soft edges that look like true duplicates: the custom-model-init regression, the `_is_hf_initialized` loading failure, and the repeated mask/tensor length IndexError.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the cleanest, broadest statement of the custom model initialization regression, while issue:43645 reads like a narrower Jupyter-specific instance of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue overall because it is concise, general, and easy to search/triage compared with the more environment-specific duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Different audio issues: one is a Whisper model run failure, the other is a feature-extraction function bug." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Different problems: a Qwen3MoE FineGrainedFP8Config failure versus a broad remote_code regression." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different models and different failure modes." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: DeepSpeed ZeRO-3 training index error vs Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized`/empty-weights loading regression; one report surfaces through bitsandbytes, the other through init_empty_weights." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both mention ZeRO-3 weight loading, but they target different Qwen variants and the reports point to different missing-weight symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Unrelated: FP8/Qwen3MoE failure versus bitsandbytes `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but for different models and different error behavior." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different checkpoints/models and different loading failures." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different bugs: weight conversion under accelerate+deepspeed vs gradient averaging under GAS." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different errors and code paths: Trainer signature mismatch vs tensor mask-shape IndexError." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: Qwen3.5 RLHF/SDPA numerical instability versus flash-attention aux-state AttributeError." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Different subsystems: model loading constructor kwargs vs CLIPTokenizer max length handling." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/tensor length mismatch IndexError pattern; these look like duplicate reports of the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for different tokenizers/models and different underlying causes." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different issues: Qwen3.5 PagedAttentionCache crash versus NemotronH checkpoint loading." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Same broad Qwen3.5 area, but one is a video-input regression and the other is a different embedding/video error." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training RuntimeError vs image processor segmentation-map handling." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss architecture support versus Phi MoE autocast dtype mismatch." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is FSDP2 shared_kv_states logic and the other is a device-map mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both involve audio generation/inference, but they are different bugs with different triggers and symptoms." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3/GGUF loading and sliding-window bugs." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption in from_pretrained vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both touch Qwen3.5 attention, but the reported failures are different code paths and not clearly one bug." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated: Qwen3-vl video StopIteration versus an MPS histogram kernel limitation." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different issues: missing class import versus meta-device model loading regressions." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0.0 custom-model-initialization regression; the notebook mention is just a narrower environment-specific variant." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different model/feature areas and different runtime errors." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Qwen3MoE FP8 config issue versus meta-device loading regression." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No clear overlap: 3d_parallel.py run failure versus GGUF gpt-oss architecture support." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both reference Qwen3.5, but one is a video input StopIteration and the other is an embedding unpacking/trainer issue." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption versus Qwen2.5-VL rope-index scaling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the three accepted soft edges are conservative and supported by the issue titles/body context. The rejected pairs also read as cautious, with no obvious overstatement. Canonical issue selection between 43645/43646 is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:44661|issue:45823", + "issue:36010|issue:42915", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:44960|issue:44977", + "issue:45488|issue:45812", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:42491|issue:43931", + "issue:43856|issue:43873", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:36010|issue:39404", + "issue:45276|issue:45335" + ], + "prepared_review_unit_hash": "efa3b4472fd22cba3cdadc42919ad6e08b161af97d06adfcc7dff8a4bd311367", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37781, + "estimated_input_tokens": 9446, + "estimated_eval_tokens": 19148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of model-loading, tokenizer, config, and memory/regression reports. From titles alone, only a small number of soft edges look like the same underlying bug; most candidates should stay rejected.", + "confidence": 0.48, + "canonical_issue_reason": "No issue cleanly covers the whole cluster. 44488 is the best broad representative because it captures the recurring user-facing model/tokenizer loading regression theme, but it does not unify the unrelated sub-bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "44488 is the most umbrella-like, user-facing regression report in the set and best matches the repeated loading-failure pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different failures and code paths: tokenizer-mapping lookup vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated bugs: GenerationMixin import error vs Qwen3Moe FP8 load failure." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 inference regression surface: both report broken outputs for google/siglip2-base-patch16-224." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different code paths and symptoms: `_is_hf_initialized` flag regression vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are indexing failures, but the model/symptom details do not indicate the same bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config loading, but the titles do not establish the same concrete validation bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different problems: ZeRO-3/BertModel initialization vs tokenizer-mapping logic." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Only a generic error theme overlaps; the concrete failures look unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping bug vs mask/tensor shape mismatch; not the same underlying issue." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/memory, but the concrete failures and fixes differ." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": false, + "reason": "The titles are very similar, but the packet only gives titles/release context, which is not enough to confirm an exact duplicate." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is bad inference output and the other is a docs/example plus quantization failure." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM5 vs Qwen3.5 flash-attention generation crash." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer code paths and model families." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different serialization/loading paths: ZeRO-3 weight loading vs save_pretrained visual-key serialization." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but the visible evidence is too weak to prove the same root cause." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model families and different loading failures." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but the concrete problems differ: auto device mapping vs FP8 config loading." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Training resume step-count logic is unrelated to SGD argument handling." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different checkpoints and different loading symptoms." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA loading issue vs Gemma4 resize_token_embeddings propagation bug." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs mmap/OOM on Strix Halo are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different loading code paths." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both touch SigLIP2, but the visible reports point to different symptoms and contexts." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different memory/offload issues; the titles do not show the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the model-specific reports do not establish the same code-path bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "The titles are near-identical, but there is not enough visible evidence here to confirm an exact root-cause duplicate." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Separate crashes in different components: chat flow vs transformers serve/Gemma4Processor." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory, but one is training inefficiency and the other is an int4 reserved-memory OOM regression." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but the concrete failures are different." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Unrelated bugs: Qwen3 MoE LoRA compatibility vs resize_token_embeddings propagation." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug: both report embeddings not being updated after resize, with 45335 narrowing the affected target to decoder.embed_tokens." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is broadly grounded, but at least one soft-edge accept overstates the evidence. In particular, the 43644\u219443645 verdict reads like an exact/root-cause duplicate claim, yet the packet only gives titles and release context, not enough to confirm the same non-persistent-buffer bug. The same caution applies to some other accepted pairs where the reasoning is stronger than the visible evidence. The cluster is heterogeneous and the conservative call is to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44164|issue:44291", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:43335|issue:45663", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:44291|issue:44756", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:44743|issue:44960", + "issue:45276|issue:45292", + "issue:45684|issue:45698", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:44589|issue:44756", + "issue:44683|issue:45823" + ], + "prepared_review_unit_hash": "5c18d1474230ee7f60b5f8b114d8db2797a0d340d05cc2e7ad197cb5afe97b93", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38193, + "estimated_input_tokens": 9549, + "estimated_eval_tokens": 19354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One clear duplicate pair was found: the two resize_token_embeddings reports are the same regression, with one being a narrower variant. The rest look like related-but-distinct model/loading issues, so they should stay separate.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45276 is the better canonical because it states the broader resize_token_embeddings regression and includes both output_embeddings and embed_tokens_per_layer, while 45292 is a narrower subset focused only on output_embeddings.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest cluster anchor: it is the most complete description of the shared resize_token_embeddings failure mode and subsumes the narrower companion report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different failure modes: save/from_pretrained extra_state handling vs init_empty_weights/_is_hf_initialized loading error." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve lm_head tying, but they are different model classes and likely separate fixes rather than one shared bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated problems: Qwen3 device-mapping CUDA assert vs AudioFlamingo3 batched inference token leakage." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but the reported model/tokenizer issues are different and not clearly the same root cause." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is torch 2.10 compatibility, the other is meta-device loading breakage on transformers 5.x." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to GLM5 model behavior." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to a T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization and memory, but one is offloading behavior and the other is int4 reserved-memory/OOM regression." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 shared_kv_states reconstruction." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different multimodal/config issues: Gemma4 FSDP2 KeyError vs Qwen 3.5/3.6 text_config unwrapping." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen/Gemma model bugs, but the code paths differ completely: Gemma4 shared_kv_states vs Qwen3.5Moe rotary embedding offload." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init_empty_weights argument error is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio track token leakage is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization memory regression is different from disabling mmap for Strix Halo OOM." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model-loading unit test failure for GLM-4.7-Flash is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/loading failures for different models and formats (NVFP4 vs MXFP4 fallback)." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is eval-mode restriction." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3_5 recurrent-state reset bug is unrelated to GLM5." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression; 45276 is the broader report and 45292 is a narrower duplicate about output_embeddings." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save_pretrained/from_pretrained, but one is file permission propagation and the other is wrong custom-module loading." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to RLHF NaN explosion from 3D position_ids and SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load handling is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to Granite speech config loading strictness." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap/OOM." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 forward device mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to tokenization changes across transformers versions." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Same resize_token_embeddings family, but 45335 is about t5gemma decoder.embed_tokens and is not the same report as 45292." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash is unrelated to Gemma4 FSDP2 shared_kv_states." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different checkpoint-loading failures for different model families and loading stacks." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Duplicate of the earlier save/load pair? no: the reported problems differ materially, so keep separate." + }, + { + "left": "issue:45704", + "right": "issue:45663", + "accept": false, + "reason": "T5 apex memory leak is unrelated to Gemma4 training KeyError." + }, + { + "left": "issue:45759", + "right": "issue:45823", + "accept": false, + "reason": "Qwen multimodal config unwrapping is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:45701", + "right": "issue:45859", + "accept": false, + "reason": "Tokenizer/version behavior change is unrelated to Qwen3_5Moe rotary embedding CPU-offload support." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Related resize_token_embeddings area, but 45335 is a different model-specific path (t5gemma decoder.embed_tokens) and not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to meta-device loading failures." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version compatibility and autocast dtype mismatch are separate issues." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Different regressions: Whisper pipeline return_language vs tokenization changes." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage object error is unrelated to mmap-induced OOM." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems and root causes; no shared concrete code-path problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays appropriately conservative. The accepted pair, issue:45276 / issue:45292, is well supported by the titles and high similarity score, and the broader/narrower framing is reasonable. The remaining soft-edge rejections avoid overclaiming duplicate status and the summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:39404|issue:44671", + "issue:44589|issue:45084", + "issue:40990|issue:42947", + "issue:43425|issue:44918", + "issue:44671|issue:44991", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:43856|issue:44756", + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:43716|issue:45084", + "issue:44206|issue:44220" + ], + "prepared_review_unit_hash": "6c9e8b10757d00e505d18c81f4ee28157713f606ee2ec5b73f7482b41763de8f", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37645, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity group rather than a true duplicate set. The only relatively tight subgroup is around Transformers v5 model-loading/initialization regressions, and issue 43611 is the best canonical representative; none of the soft edges look like exact duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "43611 is the clearest concrete regression in the small v5 model-loading/init subgroup and has the most direct, actionable failure description; related issues nearby are thematically similar but not the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the most representative issue for triage: specific, reproducible, and centered on a concrete loading path rather than a broad symptom or docs-only mismatch.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but they involve different architectures and failure modes (shape mismatch vs checkpoint load support), so not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "One is an isolated reproduction of an older issue; the other is a Qwen3.5 cache crash. Same general area, different concrete code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 initialization/loading regressions, but one is about base_model_prefix loading and the other about custom model init in notebooks; different failures." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch incompatibility and Gemma4 device mismatch are unrelated concrete problems; shared runtime context is not enough." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "These are different tokenizer/cache failures with different triggers and stack paths, not one underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Version incompatibility versus image preprocessor/model dtype mismatch are distinct issues, despite both involving runtime execution." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression and gpt-oss MXFP4 fallback behavior are unrelated model/pipeline issues." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs mismatches, but they concern different removed/changed pipeline docs and are not the same documentation bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check is unrelated to Perceiver interpolation failure; different code paths and symptoms." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen/VL loading regressions, but one is a Transformers v5 breakage and the other is a specific checkpoint shape mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models and a generic mask shape IndexError are not the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs and ModelOutput key handling are different problems; one is inference quality, the other is output container behavior." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked LM predictions are unrelated model-specific regressions." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Storage lookup failure and template-node compilation error are different low-level failures with no shared code path shown." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss and ineffective gradient checkpointing with LoRA are unrelated training/evaluation problems." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking in TRL SFT trainer are different issues." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model loading regressions for different checkpoints; no evidence they share the same bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Extra_state save/load handling and composite config text_config unwrapping are separate serialization/loading defects." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict and gguf_file loading breakage are unrelated loader issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3 initialization IndexError and compiled flex_attention torch>=2.9 failure are different runtime failures." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory usage and disabling mmap on Strix Halo are not the same bug; one is a performance issue, the other an OOM workaround." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer NoneType broadcast error and Whisper return_language regression are unrelated failures." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve loading/tokenizer issues, but they affect different models and different code paths." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU offload incompatibility are distinct device-placement bugs." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization extra_state handling and Qwen VL video regression are unrelated problems." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized regression are different low-level issues." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure for a specific model and Mistral regex patch crash are separate bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping registration failure and flex_attention compilation failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity on a model and runtime post-processor update behavior are not the same defect." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model loading reports, but they concern different models and different failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both sit in the v5 model-loading/init area, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-node compilation errors are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction related, but the reported failure modes are too different and the second is too vague to confirm 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": 17, + "review_unit_index": 8, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584" + ], + "soft_pairs": [ + "issue:43883|issue:44488", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:36032|issue:42915", + "issue:44811|issue:45584", + "issue:43644|issue:43646", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:43883|issue:44991", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43404|issue:44466", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:44987|issue:45081", + "issue:45216|issue:45357", + "issue:43632|issue:44756", + "issue:43404|issue:45127", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:36032|issue:43742" + ], + "prepared_review_unit_hash": "d1e0d6ff181f356a063d79502975dce56f3972e191d2c24e534d97387cda9dd9", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37697, + "estimated_input_tokens": 9425, + "estimated_eval_tokens": 19106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bugs across different models/code paths. The only strong duplicate-like pair is the Qwen3.5 save_pretrained regression (45216/45357); the rest should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45216 is the broadest description of the Qwen3.5 save_pretrained regression and cleanly subsumes the more specific follow-up in 45357.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best representative of the one clearly related issue pair in this set, with 45357 reading like a narrower continuation of the same save_pretrained bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different failures: missing all_tied_weights_keys vs a model-load key error for a specific checkpoint." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Unrelated code paths: AutoConfig trust_remote_code field loss vs Qwen3.5 PagedAttentionCache group-type crash." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking is unrelated to Qwen2.5-VL iterable dataset multi-image handling." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token constructor conflict is unrelated to Qwen3Moe FP8 config loading." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is non-persistent buffers and the other is custom model initialization; different underlying problems." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral torch dynamo grouped_mm tracing failure is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two distinct model-loading failures for different checkpoints and causes." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a generic gguf_file API break and the other is a specific Qwen2.5-GGUF regression; not enough to treat as the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 linear_attention PagedAttentionCache crash are different defects." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model device_map offload failure is unrelated to Qwen2.5-GGUF loading." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen issues: output_hidden_states bug vs still-image position-id scaling bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to notebook custom-model initialization." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for est-roberta." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Two separate model/tokenizer loading failures for different repos." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Compilation/template-node error is unrelated to GraniteMoEHybrid invoking an invalid method." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied weights, but one is a missing tie in Mistral3 and the other is device-dependent serialization inconsistency; related theme, not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MIMI padding-mask mismatch are different failures." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage is distinct from non-persistent buffer junk initialization." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo processor size mismatch are unrelated model/processor bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter custom-model initialization regression is not the same as non-persistent buffer corruption." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and Mistral regex patch crash are different problems." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are separate multimodal issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batched-vs-single padding issue is unrelated to DAC STE mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config and template-node compilation are different code paths." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT load failure is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to OmDet-Turbo processor image sizing." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different failures for different models: loading physical-intelligence/fast vs Mistral regex patch crash." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained serialization regression, with 45357 looking like a narrower follow-up about the visual encoder keys." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and mmap OOM avoidance are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Tied lm_head weight bug in Mistral3 is not the same as LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 loading and init_empty_weights unexpected argument are different regressions." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict is unrelated to MobileLLM-125M key error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only clearly related pair in the packet is issue:45216 / issue:45357, which both describe the Qwen3.5 save_pretrained regression. The other soft-edge rejections stay appropriately cautious and do not overclaim duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812" + ], + "soft_pairs": [ + "issue:43296|issue:43531", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:36032|issue:41720", + "issue:40990|issue:44811", + "issue:43425|issue:44403", + "issue:41553|issue:43582", + "issue:43632|issue:44534", + "issue:44079|issue:45663", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43421|issue:44568", + "issue:43792|issue:44589", + "issue:43818|issue:45357", + "issue:43317|issue:43856", + "issue:44403|issue:44991", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:35707|issue:40444", + "issue:44291|issue:44589", + "issue:44079|issue:44534", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43644|issue:44079" + ], + "prepared_review_unit_hash": "f8eb881f7354678f1e6530701a9135ce121719e506875f8ad2492d81687999cf", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37344, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The soft pairs are generally only loose thematic matches, not strong duplicates; they span unrelated regressions across tokenizers, model loading, vision/video, packaging, and backend setup.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45020 is the broadest open report in the set and best fits as a representative umbrella for recent Transformers-version regressions; the other issues are mostly narrow, model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most suitable representative issue because it has the widest scope and is still open, whereas the rest are more specialized bug reports that do not collapse into one concrete defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL load error vs Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is a broad video-input regression across models and the other is a specific still-image rope-index scaling bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure and Float8 storage lookup error are unrelated symptoms." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs granite_speech config strictness; different code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading failure and non-persistent buffer junk are distinct v5 regressions." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image iterable-dataset finetuning failure is not the same bug as still-image temporal position scaling." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "TensorFlow backend packaging issue vs noisy model-loading output; same area, different bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral and Apple Silicon warmup TypeError are different failures." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag breakage is not the same as junk-filled non-persistent buffers." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated internals." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow/backend packaging, but one is missing TF in the torch extra and the other is a tensorboard-only/no-TF backend error; not the same concrete defect." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json and wrong Granite token IDs are related to AutoTokenizer, but they are not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processing and add_special_tokens=True not adding BOS/EOS are different tokenizer issues." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage TypeError are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing defect and Qwen3.5 save_pretrained key regression are separate problems." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map=auto offload failure and Qwen3 MoE memory inefficiency are different training/loading issues." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "General loading noise vs tokenizer loading failure for EMBEDDIA/est-roberta are not duplicates." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image iterable finetuning are different bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention training degeneration and single-label zero-loss classification are different failures." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is not the same as multi-image iterable dataset finetuning." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are separate v5 breakages." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internals." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are different model-loading issues." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask mismatch and Gemma3 sliding-window NaNs are distinct sequence-processing bugs." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and ModelOutput key assignment do not share a concrete code path." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window and _is_hf_initialized init_empty_weights issues are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate 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": 17, + "review_unit_index": 10, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:43881|issue:44488", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:44291|issue:44877", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:43606|issue:44265", + "issue:43873|issue:45701", + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:43317|issue:43873", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:39692|issue:40444", + "issue:43572|issue:45759" + ], + "prepared_review_unit_hash": "7e74b579cac3e9664cefa4313a0559ce4b6dfaaa2a4c4b08f565ccc49d4394dc", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37521, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated model-specific regressions with some superficial overlap around v5 loading/offload behavior; I would not merge any soft pair as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43611 is the most concrete representative of the broader Transformers v5 load/init regression theme; it has a clear failure mode and could serve as the best hub issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the strongest overall issue candidate because it is specific, actionable, and closest to the cluster\u2019s repeated v5 model-loading breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different bugs: multi-image finetuning with IterableDataset vs Qwen2.5-VL video position-id computation." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated failure modes: torch.export/torch_compilable_check vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "One is a v5 flag/init regression, the other is a dtype mismatch; no shared code-path bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs model loading failure in vLLM; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; too different to merge." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs Perceiver non-default resolution failure." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head weights, but one is tied-weight setup causing garbage generation and the other is serialization/device-dependent inconsistency." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id bug vs Kosmos2.5 long-OCR index error; unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure vs meta-device loading regression; different models and code paths." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and failures: FineGrainedFP8Config on Qwen3Moe vs GGUF loading on v5." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "One is int4 quantization memory growth, the other is a generic video-model OOM; not the same concrete issue." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Model load failure in vLLM vs a torch/transformers version incompatibility; no shared bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures for different models; only broad 'cannot load' similarity." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen2.5-VL position-id scaling are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen VL video-position regression vs Gemma4 device mismatch; different model-specific bugs." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` arg during init_empty_weights vs strict config rejection for granite_speech; distinct issues." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch vs torch.export failure; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior vs tokenization changes; no common underlying bug." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice preset bug vs progressive generation inputs_embeds/past_key_values issue; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs torch.export/torch_compilable_check failure; different components." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading, but one is dequantized model loading on gpu+cpu offload and the other is quantization/offloading behavior; not the same concrete bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug vs Qwen3 auto device map CUDA assert; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch vs DAC.from_latents/STE mismatch; different code paths." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights bug vs Bamba SDPA/torch.compile failure; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure signatures: cudaErrorAssert on A800 vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug vs OmDet-Turbo processor size mismatch; unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying/serialization issue vs dtype mismatch in inference; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batching/padding-mask encoder bug vs Perceiver interpolation/resolution bug; different problems." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors vs Qwen2.5-VL multi-image finetuning failure; different model families and symptoms." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs AutoModelForCausalLM.from_config not unwrapping text_config; unrelated loading/config 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": 17, + "review_unit_index": 11, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43526|issue:43883", + "issue:43749|issue:44534", + "issue:43881|issue:44991", + "issue:44466|issue:45357", + "issue:43296|issue:44877", + "issue:43454|issue:43720", + "issue:43792|issue:44683", + "issue:41720|issue:43322", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:40990|issue:45701", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:42617|issue:42915", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:44423|issue:45406", + "issue:44877|issue:44991", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:42915|issue:43317", + "issue:41720|issue:42617", + "issue:43550|issue:43606", + "issue:45081|issue:45812", + "issue:43295|issue:45701" + ], + "prepared_review_unit_hash": "78fc81e1e83a11a278348d90f99a5621353e824aac0890f2051909002342dd04", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37479, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of distinct Transformers bug reports rather than true duplicates. The strongest hub candidate is the still-open quantization/offloading report, but none of the soft-edge pairs are close enough to merge.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43873 is the best duplicate hub: it is still open, has meaningful discussion/inbound references, and describes a broad, user-facing offloading/quantization failure that is likely to attract related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable canonical issue because it is active, broadly scoped, and already has cross-references, making it a better triage target than the narrower one-off reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "One is a processor label-reduction bug; the other is a missing tied-weights attribute on a causal LM. Different code paths and symptoms." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both mention loading/runtime regressions, but one is about FSDP CPU RAM-efficient loading and the other about non-persistent buffers in v5. Not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: one is a model loading issue for glm-4v-9b, the other is tokenizer loading for a specific roberta model." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/serialization regressions, but one is about lm_head weight consistency and the other about incorrect visual encoder keys. Different underlying defects." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Different components and failure modes: vLLM loading of PaddleOCR-VL vs strict config blocking granite_speech config." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are separate model-specific bugs with different causes." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are CUDA/runtime crashes, but one is auto device mapping for Qwen3 and the other is a Llava Next load segfault. Too different to merge." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both affect Qwen-family models, but one is an A800 cudaErrorAssert during auto device mapping and the other is a flash-attention generation bug. Not the same issue." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-forward device/variable issues, but Gemma 3n audio mask collision is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "One is high perplexity for gpt-oss on WikiText-2; the other is a tokenization-change regression. Same broad area, but not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both concern save/load behavior, but one is a trust_remote_code cache-path collision and the other is permission propagation during save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal weight handling, but one is lm_head tying in Mistral3 and the other is incorrect visual encoder keys in Qwen3.5. Different defects." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A script execution problem vs a FineGrainedFP8Config model failure; no concrete shared code-path." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different bug classes: BLIP2 dtype propagation vs Trainer resume/max_steps calculation." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both involve memory behavior, but one is int4 quantization OOM in Transformers 5.x and the other is an apex RMSNorm memory leak in T5." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory pressure, but one is quantization offloading behavior and the other is mmap on Strix Halo. Not the same failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash with a string tensor conversion error is unrelated to a Gemma4Processor missing _tokenizer attribute." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading regression for EMBEDDIA/est-roberta are separate problems." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss signature mismatch and a 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "A Trainer API compatibility error vs a Qwen3Moe FP8 loading failure; different issues." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched-shape bug does not match a version-dependent tokenization regression." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both are model/runtime failures, but one is torch.compile with SDPA on Bamba and the other is packed-weight unpacking in BitNet. Different root causes." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image processor sizing, but they affect different models and different expected resolutions; not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash vs processor output-size mismatch; no shared code-path." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Qwen video-input regression and Qwen3.5 embedding unpacking with TRL SFT are distinct multimodal/training issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and device_map=auto dequantized-model offload failure are different loading bugs." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping CUDA assert and a failing parallel script are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different quantized/offload problems: Bamba torch.compile+SDPA vs Bark CPU offload device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite tokenizer ID regression are different tokenizer bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression in v4.57.5 and a general tokenization-change report are not the same concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44743", + "issue:44779", + "issue:44913", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:43316|issue:44913", + "issue:43526|issue:43881", + "issue:44671|issue:44743", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:43421|issue:45812", + "issue:36010|issue:42617", + "issue:43540|issue:43782", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:33357|issue:35707", + "issue:44492|issue:44509", + "issue:44779|issue:45812", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:45759|issue:45859" + ], + "prepared_review_unit_hash": "b6d980ac51cabd8995c1e5cfbc77c5436a6d6f24efc097df9e08494a54a565c8", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35680, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous and spans unrelated bugs across many models and subsystems. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template crash reported twice; the rest should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44514 is the earliest and more canonical report of the exact apply_chat_template crash; issue:44545 is a later duplicate with the same failure mode and title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue to keep as the representative duplicate target because it matches the exact bug and is the original report in the duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is Gemma3TextConfig API mismatch and the other is GPTNeoXConfig rotary_pct persistence; different bugs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v loading failure are unrelated failure paths." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3 recurrent-state reset are different model/code-path issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention Qwen3/MoE, but one is a cudaErrorAssert in auto device mapping and the other is a tensor-parallel limitation in GPT-OSS; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx loss are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token post-processing and Granite tokenizer ID regression are different tokenizer bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated issues." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video input processing and Qwen3VL weight_only loading failure are distinct multimodal loading bugs." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/truncation crash and MLukeTokenizer AttributeError are different tokenizer defects." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "A dataloader label-drop bug and SAM3 text/bounding-box odd behavior are not the same underlying issue." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming inference failure are separate problems." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Both concern tokenization, but one is runtime special-token updates and the other is a broader version-to-version tokenization change; no concrete same bug shown." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation map processing and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with a CLIP model and progressive generation with inputs_embeds/past_key_values are different failures." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and outdated docs for removed pipelines are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression and Granite AutoTokenizer wrong IDs are different model-specific tokenization bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and GraniteSpeech PEFT local checkpoint loading are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU-offload device mismatch in Bark-small and BitNet packed-weight unpacking are different accelerate/loading issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and BigBirdTokenizer mask-token registration are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex memory leak are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same apply_chat_template crash on batched input with padding=False, reported twice with identical failure mode." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and a generic zero-loss classification bug are not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and composite Qwen config unwrapping are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device-mismatch offload failure and BigBird mask-token decode issue are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing and DiaConfig save/load token-ID loss are different config/tokenizer bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation cache handling are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping in from_config and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The representative duplicate choice is well grounded: issue:44514 is the earlier report and matches issue:44545 on the exact same apply_chat_template crash. The summary stays conservative about the rest of the cluster, and the soft-edge verdicts avoid over-claiming duplication where the packet only shows title-level similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:44368|issue:45357", + "issue:44898|issue:45072", + "issue:43782|issue:45381", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:43421|issue:43653", + "issue:44062|issue:44451", + "issue:44918|issue:44936", + "issue:45588|issue:45759", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:45081|issue:45356", + "issue:41720|issue:45704", + "issue:43596|issue:44220", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:42915|issue:45759", + "issue:40444|issue:43746", + "issue:43746|issue:45381", + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:30064|issue:36010" + ], + "prepared_review_unit_hash": "455ba3a5914cf15aef8bb5c83ee8537411bd500e58482d3fa84e76130b1a68c5", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: these issues cover many unrelated bugs across tokenizers, multimodal models, quantization, offline mode, and training/runtime behavior. None of the soft pairs look like the same concrete underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a clear canonical duplicate target; the items do not converge on one shared bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different tokenizer/config regressions; not the same concrete bug." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Same Qwen family, but one is a tie_word_embeddings warning during LoRA fine-tuning and the other is an incorrect visual-encoder key save_pretrained regression." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failure modes: image interpolation/classification vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen VL, but one is a weight_only from_pretrained loading error and the other is a video position-id bug; different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Float8 storage type error in quantized loading." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "One is about invalid optional post_init on patchtsmixer; the other is num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different problems: loading a specific model in 5.1+ vs image processors incorrectly depending on torchvision in v5.4.0." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates in TokenizersBackend and the other is BigBird mask-token registration/empty decode." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword duplication is unrelated to the ScandiBERT loading failure." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "One is TRL SFT embedding unpacking; the other is trainer.evaluate failing after train\u2014different trainer states and symptoms." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different failures in different paths: flash_attention sink handling vs composite Qwen config unwrapping." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatch, but one is a SigLIP2 docs example with quantization issues and the other is OmDet-Turbo image size mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the ZeRO-3 gradient explosion bug." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are offline tokenizer failures, but one is a generic cache-load problem and the other is specifically _patch_mistral_regex calling model_info() in offline mode." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs: post-processor not updating on token changes vs LayoutLMv2Tokenizer crashing on NER/padding paths." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 incorrect outputs vs CamemBERT masked-LM predictions regression." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 apex RMSNorm memory leak and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex/tokenizer regressions, but one is a crash on Mistral tokenizer and the other is a Kimi-K2.5 codec-handling regression with a misleading warning." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device-map cudaErrorAssert is unrelated to the T5 RMSNorm memory leak." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Zero3/BertModel index error is unrelated to the fbank feature extraction issue." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/model mismatch is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local-checkpoint loading and quantization offloading are different code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to config unwrapping in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset failure has nothing to do with GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Different domains: PEFT adapter loading vs Qwen2.5-VL video position ids." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping logic are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video processing error and Gemma 3n variable-name collision are distinct bugs." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void segmentation map failure is unrelated to the GenerationMixin ImportError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:39692", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43618|issue:43697", + "issue:43335|issue:43756", + "issue:45183|issue:45479", + "issue:43653|issue:43720", + "issue:43716|issue:44008", + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43322|issue:45685", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43531|issue:43643", + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43653|issue:43819", + "issue:44448|issue:44671", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:45584|issue:45834", + "issue:43644|issue:43749", + "issue:44485|issue:44509", + "issue:44821|issue:45084", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:39692|issue:45834" + ], + "prepared_review_unit_hash": "150ee0d54e730d6e8afca6da7a73033732d779c445ec61c2aa100301ae2e27ab", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36340, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of distinct Transformers regressions and docs issues, not true duplicates. The soft-similarity links mostly reflect shared subsystems (tokenizers, multimodal models, v5 regressions) rather than the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits the cluster well: the items span unrelated failures across tokenizer, vision, dtype, remote_code, and docs paths, so the soft pairs should not be merged into one duplicate set.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "issue:44843 is the best single representative only in the sense that it is a concrete, well-scoped regression with a clear code path (_patch_mistral_regex); however, it still does not represent the broader cluster.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failure modes: BitNet accelerate-loading unpacking vs DAC STE mismatch." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 regressions, but one is CLIP attentions metadata and the other is RTDetrV2 output drift." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Unrelated bugs: SwitchTransformers sparse-layer construction vs Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation/error-message issue vs classification-loss degeneration; different code paths and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal components and errors: image dtype mismatch vs Gemma3n variable-name collision AttributeError." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both involve processors/tokenizers, but one is a processor-tokenizer API regression and the other is a Kosmos2.5 OCR index error." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument conflict is not the same as failing to load a remote tokenizer/model." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA failure in Bamba vs bf16 dtype mismatch in unrelated models." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Completely different models and code paths; no shared underlying bug." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault is unrelated to the MPS histogram/int dtype error in moe." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image-classification resolution handling." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline hub call bug and the other is a backend_tokenizer AttributeError; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading bug vs Video-LLaVA temporal-attention/weight-sharing issue." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing returned config fields under trust_remote_code is different from strict config blocking granite_speech loading." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor refresh bug is not the same as Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC latent/forward mismatch are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are output regressions, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal video bugs in different Qwen model families and different tensor bookkeeping paths." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Weight-only loading error is unrelated to flash-attention generation failure." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization regression is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion is not the same as stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and non-template-node compilation errors are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task error-message cleanup is unrelated to SigLIP2 model/processor mismatch and quantization failure." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but one is a specific removed helper and the other is a broad report about recent versions." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example and Kosmos2.5 OCR failure are unrelated model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803", + "issue:45834" + ], + "soft_pairs": [ + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43825|issue:43827", + "issue:44479|issue:45834", + "issue:44186|issue:44442", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:44671|issue:45701", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:42175|issue:45081", + "issue:43720|issue:45072", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:44060|issue:44368", + "issue:43582|issue:44857", + "issue:43650|issue:43906", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:45459|issue:45803", + "issue:34634|issue:36331", + "issue:43329|issue:45600", + "issue:43742|issue:45020" + ], + "prepared_review_unit_hash": "df0026f88181c04e0966d70d033f0e58121dcd22d4c3836ae2279846bb40ac38", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35509, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate: the items span unrelated bugs across processors, tokenizers, loading, training, and device/dtype behavior. There are no PRs in this cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is appropriate here; the set is too heterogeneous, and none of the soft pairs describe the same underlying defect closely enough to merge.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the closest thing to an umbrella anchor because it is broad and user-facing, but it still should not be treated as a duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems: image processor segmentation maps vs trainer loss signature handling." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA auto-device-map crash and tokenizer loading failure are unrelated code paths." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related theme, but one is a runtime error message and the other is documentation drift after pipeline removals." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: Qwen VL video regression vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but the concrete failures and affected components differ." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype loading bug vs Apple Silicon allocator TypeError; not the same defect." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError is unrelated to evaluation failing after training." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Masked LM prediction drift is not the same as generic tokenization changes across versions." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention mismatches, but the model/code paths and failure modes are different." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset handling and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output size mismatch is a different bug from bfloat16 dtype mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Model loading weight_only error vs RoPE position-id scaling bug; different mechanics." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency omission is unrelated to the tokenizer regex patch crash." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading during accelerate init is a different failure than dtype mismatches." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor errors, but they fail in different places and for different reasons." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP RAM-efficient loading and init_empty_weights argument compatibility are distinct loading bugs." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Incorrect tied-weights mapping is not the same as a warning about tie_word_embeddings configuration." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are unrelated platform-specific failures." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "One is a low-signal request, the other is an isolated reproduction of a separate upstream issue." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting and DAC latent/forward mismatch are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast is not the same as RTDetrV2 output divergence." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "A label-shape bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation failure and tokenizer max_length sentinel are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern error handling, but they are different anti-patterns in different functions." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice preset behavior and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug vs stale auto_mappings config reference; different failures." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error is not the same as the broader remote_code regression report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45488", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:38175|issue:44610", + "issue:36010|issue:43645", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:43454|issue:43577", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:44568|issue:45488", + "issue:43531|issue:45042", + "issue:43329|issue:44479", + "issue:43262|issue:44811", + "issue:44568|issue:45356", + "issue:36010|issue:36331", + "issue:43749|issue:44756", + "issue:43643|issue:45759", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:43257|issue:43756", + "issue:45823|issue:45859" + ], + "prepared_review_unit_hash": "30c63c487a2d726d76c3fdfa70f9db8dba6a62318f1c915e1e20e57561622afa", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: most pairs share broad subsystem keywords but not the same concrete bug. I\u2019d reject nearly all soft edges; only the video-regression pair looks plausibly duplicate-adjacent.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue is evident: the items span unrelated training, loading, tokenizer, multimodal, and device/offload bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the broadest issue here and a reasonable anchor for the tokenization-regression subset, but it is not a true duplicate target for the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different failures: BigBirdTokenizer special-token registration vs gpt-oss MXFP4 quantization fallback." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both are training-related, but one is a zero3/Bert index error and the other is evaluate-after-train state handling." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer loading, but they point to different models and different breakages in the loading path." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Weight conversion with accelerate/deepspeed is unrelated to a video token-counting helper bug." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup and PIL/torchvision dependency handling are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are different code paths." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-specific generation/loading regressions, but not the same model or concrete defect." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion and GPT-oss OOM are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities is not the same bug as processor output size mismatch." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different regression types." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors and quantization fallback are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent decoding mismatch and DiaConfig save/load token IDs are unrelated model bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "lm_head tying in AyaVision and BLIP2 dtype loading are separate model-loading problems." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate load is unrelated to a processor shape mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile SDPA failure and MXFP4 quantization fallback are different issues." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS handling and the other is pre-tokenizer override behavior." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to PIL backend image processor dependencies." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both center on the video multimodal path; 43329 identifies the concrete undefined-helper bug that plausibly underlies the broader video input regression in 44479." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Whisper decode flags are different processor behaviors." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the specific breakage and model families differ." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and compute_loss signature changes are separate API breakages." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and mmap OOM on Strix Halo are different memory/loading issues." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields with trust_remote_code and composite-config unwrapping are different config-loading bugs." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Hidden-states output and tokenization changes are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Qwen3-VL shape mismatch are different loading failures." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Token counting in the video branch and batched video processor output shape are not the same defect." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but the affected models and failure modes differ." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer behavior are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 device-map mismatch and Qwen3_5MoE rotary embedding CPU-offload incompatibility are different model-specific device bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet and stays conservative overall. The cluster-level conclusion that this is mostly heterogeneous is supported, and the one accepted soft edge is plausibly the same video-regression family without overstating certainty. The rejected pairs also read as appropriately cautious rather than forced duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:43697|issue:45357", + "issue:44987|issue:45538", + "issue:44291|issue:45042", + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:42915|issue:44821", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43317|issue:45538", + "issue:43927|issue:44912", + "issue:42175|issue:43824", + "issue:43577|issue:45072", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:44062|issue:44991", + "issue:42175|issue:44938", + "issue:45137|issue:45405", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:28282|issue:34689", + "issue:43742|issue:44291", + "issue:43906|issue:45381", + "issue:42915|issue:43749", + "issue:43756|issue:45325", + "issue:43526|issue:45479", + "issue:28282|issue:29127", + "issue:43540|issue:45823", + "issue:43582|issue:43782", + "issue:43493|issue:43994", + "issue:44291|issue:44821" + ], + "prepared_review_unit_hash": "f7932867ad6e0f78a5c4dba8c11c767963f0b3b619633f339ccfd149d043712c", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37715, + "estimated_input_tokens": 9429, + "estimated_eval_tokens": 19114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of Transformers bug reports. The only strong duplicate-looking subsets are the Qwen VL video-input regression pair and the SigLIP2 output-discrepancy pair; most other items are related only at the subsystem level and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44479 is the broadest and most representative concrete bug report here: a versioned video-input regression affecting multiple Qwen VL variants, with a clear shared code path and duplicate potential.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the best anchor issue because it captures the widest plausible duplicate set around the Qwen VL video-input regression and is more general than the narrower follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different problems: RTDetrV2 output drift vs Qwen3.5 save_pretrained key corruption." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Both involve loading/tokenizer behavior, but one is a model load failure and the other is a tokenizer max_length bug for CLIPTokenizer." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated bugs: init_empty_weights unexpected argument vs PIL backend requiring torchvision." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems and symptoms: gguf/from_pretrained loading vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and likely different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different issue classes: Qwen3Moe FP8 failure vs AutoImageProcessor URL loading." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "No shared underlying bug: MacOS bus error on CLIP vs TrainerState token-count tracking." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different failure modes and components; only very broad loading-related similarity." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different model families and errors: device-map cuda assert vs video-input ValueError." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Strong duplicate signal: both report the same Qwen VL video-input / vision position-id regression in v5.3.0." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading bug vs CLIPTokenizer max_length issue; not the same change or code path." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different model/config bugs: DiaConfig token IDs persistence vs MXFP4 quantization fallback." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated backend/install packaging issue vs missing Qwen2_5_VL import." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they concern different models and different inference paths." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but the models and concrete failures differ (Qwen3OmniMoe ValueError vs Qwen3-vl-embedding StopIteration)." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related theme, but different model families and distinct video-processing failures." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer errors for different root causes; not enough evidence of one underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend inclusion issue vs Python 3.14 load failure; no shared code-path evidence." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version pin issue." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Different problems: backend installation contents vs model loading failure for a specific checkpoint." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model bugs, but they are different models and different symptoms, so not the same underlying change." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug vs flash-attention sinkless-model crash; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "ImportError due to missing PyTorch vs a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures with different triggers; no shared concrete code path." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "One is a reproduction of an older issue, the other is a Qwen2.5-VL video-position bug; not enough to merge." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different training/loading paths: Qwen3Moe FP8 config vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE/position logic, but they affect different models and distinct bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "ImageProcessor label reduction bug vs sequence-classification zero-loss bug; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch vs LayoutLMv3 error-message clarity; not duplicates." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure types: Qwen3OmniMoe video processing vs Gemma4 device mismatch." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "AppleSilicon TypeError in warmup vs Qwen3VL weight_only load error; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Strong model-level overlap: both report SigLIP2 producing wrong/nonsensical outputs, likely the same implementation bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected init_empty_weights argument vs URL loading for AutoImageProcessor; different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted duplicate pairs are supported by the issue titles, and the rest of the pairwise rejections avoid overclaiming shared causality. 44479 is a reasonable anchor for the Qwen VL video regression cluster, and the overall heterogeneous-cluster summary matches the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44062", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45823" + ], + "soft_pairs": [ + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43643|issue:45375", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43688|issue:43749", + "issue:43697|issue:45216", + "issue:44484|issue:44704", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:43643|issue:44561", + "issue:41762|issue:44936", + "issue:43452|issue:43577", + "issue:44625|issue:44877", + "issue:24643|issue:29127", + "issue:43452|issue:44843", + "issue:43295|issue:45356", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:44514|issue:45290", + "issue:43653|issue:44568", + "issue:44936|issue:45823", + "issue:44464|issue:44743" + ], + "prepared_review_unit_hash": "ea338bf2d828722ab7257ebaff837c67aba2b038d0590515adeca7e3e4c36988", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36117, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly different bugs despite superficial overlap in Transformers subsystems. The only pair that looks like the same underlying regression is the v5 tied-weights/save_pretrained issue family.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45005 is the better anchor because it describes the broader tied-weights regression in v5, which encompasses the narrower lm_head.weight serialization symptom in issue:44466.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the most representative user-facing report in the cluster: it captures the underlying tied-weights problem without being limited to one device-specific manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both are trainer-related, but one is a token-count tracking bug and the other is a custom compute_loss signature break; different code paths." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer construction error vs. Mistral regex patch crash; both involve tokenizers but the failure modes and causes differ." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config fields, but one is a trust_remote_code AutoConfig issue and the other is a strict schema field drop in a specific config class; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but the affected APIs/models and the reported failures differ; no clear shared underlying defect." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and different failures (test generation vs load failure); too broad to call duplicates." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression vs tokenizer regex crash; unrelated code paths." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError while loading one model versus missing Float8 storage type during serialization/loading; distinct loader issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading; no meaningful bug overlap." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is an unreleased version constraint on PEFT, the other is a stale config reference breaking CI; different problems." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in MoE models vs FSDP CPU RAM efficient loading; different functionality and root cause." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard size question vs AutoProcessor kwargs not forwarded to cached_file; unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is apply_chat_template batching/padding and the other is video vision_position_ids; different symptoms and likely different fixes." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug vs Perceiver interpolation failure; not the same code path." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing fields in AutoConfig output and the other is a v5 utility removal breaking remote code; different regressions." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 model loading error vs trainer.evaluate() after train(); no duplicate evidence." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading breakage vs BLIP2 dtype propagation; unrelated issues." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is num_labels propagation and the other is strict loading blocking granite_speech; different defects." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training RuntimeError vs LayoutLMv3 error message clarity; not duplicates." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Generic loading breakage vs offline model_info call in _patch_mistral_regex; different failure mechanisms." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but one is processor.tokenizer/image passing and the other is Kimi-K2.5 codec handling and warning text; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights/save_pretrained regression in v5: one gives the specific lm_head.weight/device symptom, the other frames the broader translation-model tied-weights issue." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC forward/from_latents mismatch vs Whisper batch_decode skip_special_tokens; unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API family, but batched padding=False crash and assistant tool-call/no-content crash are distinct edge cases." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is BigBird mask token registration and the other is BOS/EOS insertion for mdeberta; different model/tokenizer behavior." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate() lifecycle issue vs Gemma4 PLE device mismatch under device_map='auto'; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both concern generation correctness, but one is compiled forward inconsistency and the other is recurrent-state reset in a specific modular model; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:44466 vs issue:45005, is well supported by the titles and descriptions as the same tied-weights/save_pretrained regression with one narrower device-specific symptom. The summary does not overstate weaker matches." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43278", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:44991", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45440", + "issue:45588", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:43688|issue:45440", + "issue:30064|issue:33666", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43688|issue:45704", + "issue:28282|issue:32090", + "issue:43577|issue:43697", + "issue:28282|issue:33357", + "issue:41720|issue:43906", + "issue:28282|issue:35141", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:44843|issue:44991", + "issue:44977|issue:45356", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:43329|issue:45325", + "issue:44464|issue:44977", + "issue:43577|issue:45588", + "issue:43550|issue:43927", + "issue:43577|issue:44554", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43122|issue:43906", + "issue:32090|issue:34567", + "issue:41720|issue:44464", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:43452|issue:44451", + "issue:43742|issue:44821", + "issue:44849|issue:45357", + "issue:43278|issue:43688" + ], + "prepared_review_unit_hash": "24329f43457dd66abe5fa80e012514dd5aad9f20f0b392a2db73b2ef9f4da4d7", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37683, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes tokenizer regressions, model-loading failures, training/runtime bugs, multimodal/video issues, and unrelated backend-specific problems. None of the soft edges look like the same underlying bug or change, so they should all be kept separate.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated failure modes and code paths, so there is no shared underlying bug to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative for duplication: the cluster is not one bug family, but many distinct regressions and feature requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different problems: MoE auxiliary-loss normalization vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities and processor.tokenizer regression are separate code paths." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task failure is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token decode bug is not the same as MLukeTokenizer AttributeError." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE loss normalization and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and Trainer _gpu_broadcast_one NoneType error are different failures." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype propagation is unrelated to RTDetrV2 output mismatch in v5." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch ImportError and MacOS CLIP bus error do not share the same root cause." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing backend import and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage in Transformers 5.0 is not the same as FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization and tokenization changes are unrelated issues." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "HF_HUB_OFFLINE model_info patching is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Kimi-K2.5 tokenizer codec/regex regression are distinct." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and MobileLLM key error are different model-loading/runtime issues." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token decode bug is unrelated to DiaConfig custom token ID persistence." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined video-token helpers in multimodal counting are unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked-generation inconsistency is not the same as flash-attention generation failure." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype propagation and flash_attention s_aux=None crash affect different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig token ID loss." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype handling does not match the MPS attention correctness issue." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA bug and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer version-change behavior and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "NoneType GPU broadcast error and TrainerState token counter not updating are different trainer issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to compiled chunked-generation output differences." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT legacy-field loading failure and Bamba torch.compile/SDPA bug are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT pretrained-load legacy-field bug does not match BitNet packed-weight loading failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType and Qwen2-VL multi-GPU training are separate problems." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field load failure is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage and inability to load a specific tokenizer are different loading paths." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor-from-URL failure do not share a root cause." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and save_pretrained visual-key regression are different regressions." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to MoE auxiliary-loss normalization." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:44568|issue:45812", + "issue:33666|issue:36010", + "issue:43493|issue:43825", + "issue:43756|issue:44913", + "issue:43262|issue:43295", + "issue:43525|issue:43572", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:28218|issue:33357", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:44964|issue:45405", + "issue:43540|issue:44977", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:44625|issue:45584", + "issue:43756|issue:45083", + "issue:44488|issue:44843", + "issue:43334|issue:45759", + "issue:45200|issue:45229", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:44423|issue:44734", + "issue:43575|issue:45405" + ], + "prepared_review_unit_hash": "86ecab0b66435cdf7d506536e5d6d71b450ad5878b109ea8e962f216352e12e6", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38208, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and does not contain any clear duplicate pair; most items are unrelated model- or subsystem-specific regressions. I would use the broad tokenizer regression in issue 45812 as the nearest representative only because it is actionable and high-impact, not because the cluster is a true duplicate set.", + "confidence": 0.91, + "canonical_issue_reason": "No strong canonical duplicate exists; if one must be chosen, issue 45812 is the best representative because it describes a broad, user-visible tokenizer regression with clear impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the most suitable cluster representative because it is a concrete behavioral regression and more general than the other narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes: missing BOS/EOS vs wrong token IDs." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and pipeline translation-task messaging are different bugs in different paths." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both mention rotary behavior, but one is a Smollm3 RoPE-layer bug and the other is GPTNeoX config reload persistence." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sample-rate handling is unrelated to the processor.tokenizer regression in multimodal custom code." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing pad-token fields, but they are separate model configs and likely separate regressions." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig token-ID persistence are different code paths." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to config save/load token ID loss." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and MacOS CLIP bus error are not the same underlying issue." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to a custom trainer signature change." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example errors are not the same as the SigLIP2 HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated failures." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 parity mismatch and ZeRO-3 gradient growth are different problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to the ZeRO-3 gradient anomaly." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model-loading regression and a dependency version bump are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Qwen3.5 flash-attention generation are different issues." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad-token config loss and StableLmConfig pad_token_idx loss are separate model-specific regressions." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Weight conversion during accelerate/deepspeed loading and Qwen3VL MoE loading failure are not the same code-path problem." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE layer handling and a Qwen3 Omni feature-length helper bug are different model internals." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for cjvt/sleng-bert and offline model_info patch behavior are distinct issues." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL and unwrapping text_config for AutoModelForCausalLM are different multimodal config bugs." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression and lm_head.weight serialization inconsistency are separate problems." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing Qwen2_5_VLForConditionalGeneration and Float8 storage lookup failures are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage handling and flash_attn import_utils KeyError are different errors." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A SigLIP2 docs example issue is not the same as the processor.tokenizer regression." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is OOM and the other is a device mismatch in PLE forward pass." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx and unexpected _is_hf_initialized in init_empty_weights are different compatibility issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model load failure and CPU offload device mismatch are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task AttributeError are different bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve regressions, but one is a multimodal '.to' crash and the other is KV-cache continuation indexing." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "A tensor-parallel OOM and an unreleased dependency version bump 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": 17, + "review_unit_index": 21, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45823" + ], + "soft_pairs": [ + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43278|issue:43701", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:29942|issue:30333", + "issue:44521|issue:45290", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:43844|issue:44964", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43232|issue:44849", + "issue:43582|issue:44977", + "issue:44568|issue:45701", + "issue:43540|issue:45200", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:43493|issue:43701", + "issue:43873|issue:44464", + "issue:43295|issue:44610", + "issue:44466|issue:45127" + ], + "prepared_review_unit_hash": "fbcffc2941192bd80d7ea3f8d8b620c50d5b129583411064c4ca3e6b9e85e14f", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35018, + "estimated_input_tokens": 8755, + "estimated_eval_tokens": 17766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: the issues span many unrelated bugs across tokenization, model loading, generation, multimodal processing, device/dtype handling, and CI. The soft-similarity links are mostly broad subsystem overlap rather than the same concrete defect.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue for dedupe: the items do not share one underlying bug, so selecting a representative would conflate unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for dedupe: none of these issues is a true umbrella for the others, and any choice would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: BEiT pretrained loading with a legacy field vs BigBird tokenizer special-token registration/decode output." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation, but the defects are different: compiled chunked generation inconsistency vs Whisper empty-transcription failure after special-token alignment." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Unrelated symptoms: SigLIP2 wrong outputs in AutoModel/pipeline vs many models getting an unexpected position-id key." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different subsystems: trainer token-count dtype/state update vs resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are device-related, but one is a CPU offload mismatch for Bark while the other is a stale GraniteSpeech CI test failure." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: janus image-generation test failure vs a PEFT version pin being unreleased." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "No shared defect: Flash Attention 2 test failures vs MLflow not reporting failed jobs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Same chat-template area, but not the same bug: all-zero assistant masks for multimodal inputs vs a crash on tool-call assistant messages with no content." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count updates." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Different issues: a template-node compilation TypeError vs a flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Distinct problems: DeepSpeed ZeRO-3 gradient blow-up vs model loading breakage in latest transformers." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "Different defects: torch.jit.script GeneratorExp export failure vs SigLIP2 producing zero probabilities." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Both touch attention, but one is an MPS correctness bug and the other is a PyTorch version check/import bug." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation-state update after sync_gpus is unrelated to a Qwen3.5 output_hidden_states bug." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Different code paths: Apple Silicon allocator warmup TypeError vs Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization, but 44568 is a specific BOS/EOS addition regression while 45701 is a broad version-dependent tokenization change report." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal, but one is a video-processing ValueError and the other is missing/default mm_token_type_ids for text-only fine-tuning." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes: flash_attention utility import error vs meta-device model loading breakage." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated: dtype mismatches in bfloat16 inference vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma 4 family, but different bugs: missing mm_token_type_ids default vs device mismatch with device_map='auto'." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "No overlap in underlying bug: Liger Kernel not applied via model_init vs Qwen3.5 hidden-states behavior." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS is unrelated to Kimi-K2.5 tokenizer codec handling/regression warning behavior." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint resume key mismatches." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Different issues: quantization/offloading behavior vs compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processor/model interfaces, but one is a tokenizer/images regression and the other is an input-size mismatch for OmDet-Turbo." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Different bugs: device-dependent lm_head.weight serialization vs LoRA merge collapse with extended vocab and tied embeddings." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:37428|issue:43824", + "issue:43572|issue:44987", + "issue:44792|issue:45563", + "issue:43572|issue:43957", + "issue:45200|issue:45325", + "issue:43334|issue:43525", + "issue:43844|issue:44936", + "issue:43295|issue:43450", + "issue:43824|issue:43975", + "issue:43295|issue:43873", + "issue:43388|issue:43526", + "issue:42915|issue:43824", + "issue:38175|issue:45412", + "issue:28218|issue:35141", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:43278|issue:43856", + "issue:44514|issue:44521", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:43450|issue:43575", + "issue:43450|issue:43493", + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:44360|issue:44561", + "issue:43262|issue:43450", + "issue:43819|issue:45083", + "issue:43819|issue:44112", + "issue:44610|issue:44857" + ], + "prepared_review_unit_hash": "beb5a656a9268e294867a39076fcf3eccf996f7b71097431ecaa18a6c1bf98cc", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous similarity cluster with no true duplicate pairs; the apparent matches are mostly broad topical similarities (tokenizer/config, multimodal processors, docs, training, or import issues) rather than the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs: Perceiver image-resolution failure vs RT-DETR memory not released on deletion." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import problems, but for different symbols and code paths; not the same missing export." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm pad token config bug vs a model loading failure for a different repository." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated regressions: Janus test failure vs stale warning in paged generate()." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading/config issues, but the symptoms and affected model families differ." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 text-only fine-tuning mask IDs vs Qwen2.5-VL rope-index scaling bug are different code paths." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class, but different model configs; no evidence of one shared fix." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed gradient instability is unrelated to trainer.evaluate() failing after training." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different processor regressions: processor.tokenizer/image handling vs batched video shape output." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import error and DeepSeek detokenization are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor.tokenizer regression vs quantization/offloading behavior; different failures." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both are label-handling bugs, but in different utilities and with different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure is unrelated to missing Qwen2_5_VL import export." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probabilities bug vs RT-DETR memory leak are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing bug vs embedding reinitialization after resize are different underlying issues." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but zero probabilities and HF-vs-JAX discrepancy are not clearly the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model failures: AutoTokenizer loading vs Wav2Vec2 save/tokenization breakage." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype mismatch during evaluate is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template in Qwen2.5-VL, but one is a padding crash and the other is empty assistant masks." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they reference different deprecated APIs and pages." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token bug vs GraniteSpeech CI test staleness are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch-shape bug vs Qwen2 load OOM are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Different vision issues: batched video shape vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Audio feature-extractor crash and Whisper empty-transcription regression are different bugs." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab collapse and category-count limit are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer design issue vs removed helper breaking trust_remote_code are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs video batched-shape bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and qwen3_omni_moe length helper behavior are different code paths." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC reconstruction bug vs GraniteSpeech CI test failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet processor size mismatch and LwDetr AMP crash are different vision 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": 17, + "review_unit_index": 23, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:37428|issue:43425", + "issue:43278|issue:43825", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:45200|issue:45588", + "issue:45290|issue:45381", + "issue:29942|issue:32090", + "issue:43611|issue:43931", + "issue:39692|issue:43526", + "issue:44206|issue:45823", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:45310|issue:45478", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:43550|issue:44112", + "issue:44292|issue:45520", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:39692|issue:44493", + "issue:43335|issue:45083", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:43335|issue:45072", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:34689|issue:35141", + "issue:44448|issue:44977" + ], + "prepared_review_unit_hash": "7e1fd1c2e78f343c388bca4d2a9f8690ab60e60bf9174c9b91048401266314df", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37356, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: nearly all soft edges are false positives across different models/code paths. The only clear duplicate is the Qwen3.5 MoE from_pretrained regression (issue:45310 and issue:45478), which should be merged as one.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the better canonical for the only true duplicate pair: it reports the same Qwen3.5 MoE from_pretrained regression as issue:45478 and is the earlier report.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue represents the whole set well because the cluster is mixed; if a representative is needed, issue:45310 is the strongest candidate since it is the only accepted duplicate pair's canonical node.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both are load/runtime failures, but one is a flash-attention import issue and the other is torch 2.10 incompatibility; different root causes." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in eval vs a pipeline error-message regression; unrelated bugs." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer construction bug vs Bamba torch.compile/SDPA failure; different models and code paths." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs a qwen3_omni_moe helper-length bug; not the same issue." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE; different functionality." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output regression vs qwen modular recurrent-state reset; different code paths." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: missing flash-attention helper vs missing HybridCache export." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 token-type-id defaulting vs flash_attention.py crashing on s_aux=None; not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash vs qwen2.5-vl video position-id bug; distinct features." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failure vs Trainer/_gpu_broadcast_one NoneType error; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "base_model_prefix loading regression vs Qwen3-VL weight-shape mismatch; different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example problems vs BeitImageProcessorFast reduce_labels bug; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch; different components." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json precedence bug vs removal of is_torch_fx_available breaking trust_remote_code; unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is a removed helper breaking remote-code models; the other is a DeepSeek tokenizer behavior regression." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug vs BigBirdTokenizer special-token registration issue; different subsystems." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents mismatch vs widespread position-id key warnings; not the same underlying bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0; looks like a duplicate report." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "flash_attention.py s_aux=None crash vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility; distinct code paths." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs Trainer broadcast NoneType error; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA torch.compile failure vs stale GraniteSpeech CI test; different bugs." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure vs Python 3.13 flash_attn import KeyError; different triggers." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer creation bug vs BEiT legacy-field loading bug; different models and mechanisms." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 DebertaV2Model import parse error vs qwen3_omni_moe feature-length helper behavior; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/example issues vs position-id warnings across many models; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer misconfiguration vs qwen3_omni_moe helper output issue; different scope." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output difference vs DeepSeek tokenizer regression; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero-probability SigLIP2 issue vs unexpected position-id keys; different symptoms and code paths." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Sparse-layer config bug vs dtype mismatch in bfloat16 inference; different root causes." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config bug vs D-FINE auxiliary-loss omission; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug vs GraniteSpeech stale test failure; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU OOM; different problem classes." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model-loading regression vs output-embedding reinit after resize; different issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output regression vs Qwen3.5 flash-attention generation problem; different models and failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly identifies the cluster as mostly heterogeneous, avoids overclaiming on the false soft edges, and only elevates the one deterministic duplicate pair (issue:45310 / issue:45478). The canonical choice is conservative and supported by the titles and timestamps." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43701", + "issue:43723", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803" + ], + "soft_pairs": [ + "issue:43723|issue:44554", + "issue:40444|issue:43526", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:44568|issue:45491", + "issue:28218|issue:32090", + "issue:45198|issue:45803", + "issue:43927|issue:45698", + "issue:45459|issue:45712", + "issue:44977|issue:45563", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:37428|issue:44987", + "issue:43550|issue:45083", + "issue:43873|issue:44493", + "issue:45372|issue:45588", + "issue:32090|issue:33357", + "issue:43278|issue:43329", + "issue:43412|issue:45588", + "issue:43873|issue:45229", + "issue:45245|issue:45563", + "issue:43976|issue:45440", + "issue:41720|issue:45229", + "issue:28218|issue:29127", + "issue:45372|issue:45406", + "issue:45372|issue:45459", + "issue:43066|issue:44462", + "issue:43065|issue:43994", + "issue:44857|issue:45588", + "issue:43278|issue:43381", + "issue:44448|issue:44466" + ], + "prepared_review_unit_hash": "fbeca0750cb3c621b0ad176a184ca24cda0a247b7929498a9629068fed627518", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37206, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly heterogeneous, and none of the soft pairs look like the same underlying bug or change. Most pairs only share a subsystem or symptom category, not the concrete failure mode or code path.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue cleanly represents this mixed set; the closest to a central, user-facing regression is issue 45372 because it is an explicit processor-loading break in the v5 line, but it is still not a true duplicate anchor for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45372 is the strongest standalone representative among these because it describes a concrete, high-impact loading failure with clear reproduction and impact, unlike many of the more niche or test-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness bug are unrelated code paths and failure modes." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multimodal batching and BeitImageProcessorFast label reduction are different components and bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to an AMP float16 crash in LwDetrImageLoss." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype-related symptoms, but one is a loss crash under AMP and the other is a torch.compile SDPA issue in a different model path." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 mixed-length sliding-window NaNs are different failures in different layers." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Extra whitespace after added tokens is a tokenizer formatting bug, not the Trainer/_gpu_broadcast_one NoneType error." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except swallowing errors in Fuyu tensor conversion are distinct bugs." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs in config while the other loads the wrong custom module; different root causes." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hidden tokenizer errors due to protobuf handling is unrelated to dummy classes leaking into dir(transformers) and repo checks." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "A flash-attention generation correctness issue and a stale warning for num_return_sequences are not the same defect." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch and a multimodal feature-length helper bug are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failed Flash Attention 2 tests and embedding reinitialization after resize are different bugs in different model setup paths." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "An import error in flash attention utilities and a model loading failure for a specific repo are not the same concrete issue." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba compile/SDPA failure and qwen3_omni_moe helper behavior are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization offloading issues do not match unexpected position-id keys during model loading/serialization." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and a flash_attention.py crash on s_aux=None are different code paths and failure mechanisms." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType and MacOS bus error with community CLIP are not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval and undefined video-branch symbols in multimodal token counting are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/support issues are not the same as sink-less flash-attention attribute handling." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading and multi-GPU OOM are both resource-related but clearly different problems." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality limits and a stale generate warning are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3 implementation divergence are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different runtime failures." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer extra-space behavior and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure and transformers serve missing _tokenizer are different loader/serving bugs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "ReasoningEffort import breakage and protobuf-related tokenizer error masking are separate issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type and AutoTokenizer ignoring tokenizer.json are related only at a broad tokenizer level, not the same concrete bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d cleanup in Sam3PixelDecoder and SigLIP2 nonsensical outputs are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP loss crash on CUDA and flash_attention s_aux=None are different failures in different modules." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Training/eval dtype mismatch and gradient checkpointing being disallowed in eval mode are not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both concern v5 behavior differences, but one is output parity for Pegasus and the other is lm_head serialization varying by device; not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:25251|issue:32090", + "issue:43065|issue:45412", + "issue:45588|issue:45823", + "issue:43653|issue:44743", + "issue:44451|issue:45520", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:43994|issue:45412", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:43421|issue:45491", + "issue:44265|issue:45198", + "issue:29942|issue:30064", + "issue:43257|issue:43278", + "issue:43756|issue:45440", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43761|issue:45859", + "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:29127|issue:33357", + "issue:43526|issue:44186" + ], + "prepared_review_unit_hash": "3fa3d455539afcc059be98c2be452643517b3c699c504d850ea9a6cec2765819", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36671, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pairs look like the same underlying bug/change; they mostly share only a broad subsystem or vague theme, so all candidates are rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated failures: pipeline top_k output shape vs Trainer broadcast NoneType error." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different topics: Sam3PixelDecoder dummy Conv2d vs RT-DETR memory not released." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both mention Gemma-like models, but one is flash-attention s_aux handling and the other is device_map/forward device mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token decode bug vs Qwen recurrent-state/cache behavior; no concrete overlap." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading regression vs flash_attn import KeyError on Python 3.13; different root causes." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and failure modes: LayoutLMv2 NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg crash is unrelated to Qwen video-input regression." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference quality issue vs RT-DETR memory lifecycle bug." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency vs Qwen3.5 flash-attention generation bug; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both are quantization-related, but one is FP8 config failure and the other is saving quantized models; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 tokenization/save_pretrained issues." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures vs void segmentation map processing; different subsystems and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MOE weight conversion issue is unrelated to embedding dtype changing during evaluation." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer omission vs DeepseekV3MoE implementation divergence; not the same concrete defect." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "CLIP MacOS bus error vs SigLIP2 docs/model-processor mismatch and quantization failure; only loosely related vision models." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs TrainerState token counter not updating; unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error vs DeepSpeed Adafactor OOM; different failure classes." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch vs RT-DETR memory leak; no shared bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations crash vs mistral_common ReasoningEffort import error; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing Qwen2.5-VL import vs generic dependency issue; too broad and not the same defect." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence vs D-FINE auxiliary-loss omission; different models and behaviors." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs checkpoint key mismatch; unrelated problems." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token decode bug vs FastSpeech2ConformerTokenizer loading failure; different tokenizers and symptoms." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression vs Qwen3_5Moe CPU-offload incompatibility; unrelated components." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 long-OCR index error; different code paths." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 tests vs GenerationMixin import error; not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging issue vs CLIP MacOS bus error; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "ImageProcessorFast label handling vs LayoutLMv2 tokenizer crashes; different artifacts and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42907", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43388", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + 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"issue:33290|issue:35141", + "issue:33290|issue:34689" + ], + "prepared_review_unit_hash": "363f2f0acec12602667396e675a1f6d80f392e5384d7d6888aa5515fb1935c11", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35645, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers issues across different models/features; none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45698 is the best single representative because it is concrete, actively discussed, and has inbound 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+ { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but they describe different concrete crashes in different code paths." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state caching bug is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization memory growth." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom-model init breakage is not the same as a specific model class's optional `post_init` issue." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe `sys.modules` access is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "A missing `hidden_states` output in CLIPVisionModel is not clearly the same as the ModelOutput key-assignment bug." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and degenerate zero-loss sequence classification are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer load failure and bare-except swallowing errors are different bugs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression and attention-kernel divergence under `torch.compile` are different problems." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API complaints, but they concern different models and different missing fields." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Save/dequantization failure is unrelated to wrong custom-module loading after save_pretrained." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression and chat-template tool-call crash are separate user-facing failures." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed Adafactor OOM and TrainerState token counting are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading and Perceiver interpolation at non-default resolution are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they arise from different root causes and model families." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Documentation example errors are unrelated to Gemma3 sliding-window NaNs." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor OOM in deepspeed is unrelated to embedding reinitialization on resize." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM during training with Adafactor and broken model loading are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + 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"issue:41628|issue:45372", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:43873|issue:44871", + "issue:33290|issue:36331", + "issue:34689|issue:36010", + "issue:44190|issue:44496", + "issue:43381|issue:43856", + "issue:44855|issue:45137", + "issue:43381|issue:43742", + "issue:43316|issue:44877", + "issue:42175|issue:43316", + "issue:43540|issue:44514", + "issue:25251|issue:28282", + "issue:43673|issue:44743", + "issue:43065|issue:44617", + "issue:43404|issue:43441", + "issue:43388|issue:43688", + "issue:44162|issue:44792", + "issue:43295|issue:43825" + ], + "prepared_review_unit_hash": "c7a33a310b454181bdb31f513354e13628988b28392df59b4de481bd64b4366f", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35277, + "estimated_input_tokens": 8820, + "estimated_eval_tokens": 17896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers issues across loading, generation, multimodal, training, and config behavior. The soft-similarity pairs share broad keywords in a few places, but none describe the same concrete bug or change, so no duplicate merge candidate is strong enough to accept.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Both mention training/runtime behavior, but one is about gradient checkpointing in eval mode and the other about quantization offloading; different code paths and failures." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen model-loading regressions, but one is a weight-shape mismatch at load time and the other is an incorrect save_pretrained checkpoint; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs documentation still referencing removed pipelines; one is model correctness, the other is docs cleanup." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "One is a Bamba torch.compile/SDPA failure, the other is Qwen3.5 recurrent state reset with cache; unrelated model internals." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init validation and Qwen video regression are different model-family issues with no shared failing code path." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are config/API discrepancies, but for different composite-model behaviors and different objects; not one underlying defect." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but one is missing AutoImageProcessor export and the other is a mistral_common ReasoningEffort dependency break." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading for BitNet vs tokenizer loading for FastSpeech2Conformer are unrelated loader paths." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "One is missing fields when using trust_remote_code in AutoConfig, the other is GPTNeoXConfig losing rotary_pct on reload; similar theme, different bug." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is a specific Qwen3-VL shape mismatch; not the same fix." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading problems and Gemma eos_token_id inconsistency are unrelated concerns." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and CustomTrainer compute_loss signature mismatch are different training failures." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model loading regression vs GenerationMixin import failure; different subsystems and symptoms." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script and unrecognized model config are unrelated issues." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Both relate loosely to efficiency, but one is checkpointing behavior and the other is MoE memory usage during training; not the same defect." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 JIT parsing error and a DeepSpeed Zero3 deque error are completely separate failures." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient checkpointing in eval mode and a MobileLLM loading key error do not share the same code path." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config handling, but one is an API discrepancy between configs and the other is strict config rejection for granite_speech; different behavior." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "TensorFlow backend packaging vs Gemma3TextConfig API mismatch are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both touch multimodal/video processing, but one is a Qwen3OmniMoe video input error and the other is a batched apply_chat_template crash; different entry points." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug and missing PyTorch import are unrelated issues." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is a missing GenerationMixin cache in v5 chunked_prefill and the other is recurrent state reset in modular_qwen3_5; different mechanisms." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer discussion and Sam3Video OOM are not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both are Mistral-family issues, but one is tied-weight correctness and the other is FlashAttention compatibility; they would not be merged as one PR." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering drops tuple labels vs auxiliary loss normalization are separate training/eval bugs." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and a Janus image-generation test failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and pipeline translation-message regression are different v5 issues with different fixes." + }, + { + "left": "issue:43550", + "right": "issue:44514", + "accept": false, + "reason": "A torch.compile+SDPA model failure is not the same as a batched processor chat-template crash, despite both involving Qwen-family 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": 17, + "review_unit_index": 28, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698" + ], + "soft_pairs": [ + "issue:16998|issue:22355", + "issue:41950|issue:43475", + "issue:44077|issue:44534", + "issue:44871|issue:45584", + "issue:45127|issue:45200", + "issue:43550|issue:43701", + "issue:43761|issue:44479", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:44734|issue:45406", + "issue:43504|issue:45698", + "issue:44617|issue:45584", + "issue:43575|issue:43873", + "issue:43761|issue:44242", + "issue:43931|issue:44060", + "issue:32090|issue:35141", + "issue:45563|issue:45584", + "issue:44464|issue:44871", + "issue:44792|issue:44977", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:44521|issue:45381", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:43906|issue:45290" + ], + "prepared_review_unit_hash": "e4b6a3c9bf97fe1d454232ee40ba6d1798ead916ac602810a4e80054e923047d", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36838, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of unrelated issues; there is no meaningful duplicate cluster or shared underlying bug/change. No PRs are present.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits: the items span unrelated loading, generation, config, vision, trainer, and docs problems.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative for the cluster because the artifacts do not describe one common defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Unrelated: model_max_length question for DeBERTa-V3 vs missing transformers.onnx module." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different bugs: video-classification processor lookup vs SAM3 vision encoder missing attribute." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related, but one is a PatchTSMixer post_init change and the other is non-persistent buffer initialization." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Distinct symptoms and code paths: Gemma eos_token_id mismatch vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different model behaviors: LoRA merge/tied embeddings collapse vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated: torch.compile SDPA OOM on Bamba vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are regressions, but they affect different models and failures: hidden_states=None vs video input regression." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Device mismatch during CPU offload is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same bug as the Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures: tensor-parallel OOM for Qwen2-57B vs key error loading MobileLLM-125M." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to Qwen2 model loading OOM." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both involve model loading, but gguf_file breakage and missing model_type are separate root causes." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is different from GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field handling in Beit loading is not the same issue as wrong custom module resolution after save/load." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty transcription handling." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Memory pressure on Qwen2 TP load and quantized offloading behavior are different problems." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to missing load-balancing loss." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch while loading Qwen3-VL is not the same as a wrong tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and token-embedding reinit in post_init are separate bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale num_return_sequences warning is unrelated to Whisper failing on empty transcription." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward has no connection to Gemma eos_token configuration." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model-specific issues." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen VL variants is unrelated to serve KV-cache indexing." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor producing the wrong image size." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk values and GPTNeoX rotary_pct reload loss are different state/config serialization bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks for multimodal chat templates is different from wrong vision_position_ids in Qwen2.5-VL video input." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing image_utils import is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency and paged-generate stale warning are different generation issues." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "A reproduction of issue #38071 is not the same as tool-call assistant message crashes in apply_chat_template." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:41720", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44279", + "issue:44466", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44938", + "issue:44964", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803" + ], + "soft_pairs": [ + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:43388|issue:43582", + "issue:44938|issue:45542", + "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:44077|issue:44079", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44496|issue:45803", + "issue:45276|issue:45584", + "issue:44112|issue:45600", + "issue:43540|issue:44734", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:43295|issue:45276", + "issue:43116|issue:44190", + "issue:45245|issue:45584", + "issue:41950|issue:44016", + "issue:36246|issue:41628", + "issue:43479|issue:45375", + "issue:36246|issue:38617", + "issue:42175|issue:44279", + "issue:44016|issue:44220", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44466|issue:44913", + "issue:44683|issue:45446" + ], + "prepared_review_unit_hash": "40a46983a8324e0b9ad5195be4b74e0b65e0d0b09363743337d4162c2222d3cb", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + 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The soft pairs look superficially similar but do not describe the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits this set: the artifacts cover many distinct codepaths and failure modes with only broad topical overlap.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "issue:41628 is the cleanest representative because it is a focused, reproducible import-regression report with a clear codepath and broad user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Both involve loading problems, but one is a local dataset/script issue and the other is a specific Phi-4 multimodal model load failure." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and a category-count limit error are unrelated failures in different codepaths." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus test failure and stale auto_mappings config references are different bugs with different causes." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing of DebertaV2 is unrelated to the flash_attention crash on s_aux=None." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor allocation and a bare except swallowing errors in FuyuBatchFeature are not the same defect." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge/tied-weights collapse and incorrect visual-encoder save keys are separate serialization issues." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Metric-gather label truncation and an Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend from the torch extra are different environment/setup problems." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and DebertaV2 import parsing on Python 3.13 do not share a concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer corruption and GPTNeoX rotary_pct reload behavior are different state/serialization bugs." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Both touch internals, but one is about post_init validation and the other about ModelOutput key assignment; not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "A general Python-version compatibility problem is not the same as the DebertaV2 import error." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "A torch.compile SDPA assert in Bamba is unrelated to a local dataset loading failure in an example script." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized model config and a swallowed-exception bug in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize propagation and Whisper empty-transcription handling are different multimodal bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale GraniteSpeech CI test and removed Sam3LiteText auto-mapping references are separate CI/config issues." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache indexing are different codepaths and symptoms." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The vague 'ADD THE DATA' issue is not the same as the _torch_extract_fbank_features problem." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config behavior and example-script dataset loading are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is Gemma4 embedding resizing; not mergeable as one fix." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Empty multi-label classification results and local dataset loading are unrelated example-script bugs." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "A category-count overflow and Whisper empty transcription after token alignment are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification image-processor lookup and a notebook syntax error are clearly different problems." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different export paths." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4Multimodal default-config initialization and Qwen3_5MoeVisionConfig field dropping are distinct config bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing layer_type_validation are different import regressions." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in the torch extra is a packaging issue, while the other is only a vague dependency complaint." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and an fbank feature extraction issue do not describe the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/truncation crashes and serve KV-cache continuation indexing are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unexpected zero probabilities in Siglip2 and a dummy Conv2d in Sam3PixelDecoder are separate model-specific issues." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Device-dependent lm_head serialization and GPTNeoX rotary_pct reload behavior are different weight/config persistence bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention/versioning, but one is a runtime compile failure and the other is a version-check import bug; not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:45406|issue:45632", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43295|issue:45335", + "issue:43854|issue:44964", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:43976|issue:44987", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43526|issue:43901", + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:44496|issue:45759", + "issue:43299|issue:45357", + "issue:44351|issue:45278", + "issue:44521|issue:45325", + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:43976|issue:45405" + ], + "prepared_review_unit_hash": "e56c23ccad0808971a10b64fc104053e08def1b42f9ac05a467c73693153dfb2", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36961, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "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 bugs centered on model loading/import regressions, processor/config mismatches, and a few isolated utilities/docs issues. None of the soft pairs look like true duplicates; the closest is the broad remote_code regression bucket, but the concrete reports still differ too much to merge.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45020 is the best umbrella representative because it captures the broadest recurring theme in the set: recent-version regressions that break remote_code / model-loading paths across multiple models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest single issue for triage since it is broad, recent, and closest to the shared theme of version-related loading failures; the rest are narrower, model-specific variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Different subsystems and failure modes: KV-cache continuation tensor indexing vs trust_remote_code cache-path collision." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both involve trust_remote_code, but one is an import/API break from removing is_torch_fx_available while the other is a local cache-path collision." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both are save/tie-weight related, but one is a missing lm_head weight tie in Mistral3 and the other is incorrect checkpoint saving for Qwen3.5 visual encoder keys." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are not the same underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config-loading problems, but one is missing fields with trust_remote_code and the other is an unrecognized model missing model_type." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash in serve is unrelated to trust_remote_code cache path collisions." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different model-specific load failures: Phi-4 multimodal loading vs stale auto_mappings entries for removed Sam3LiteText configs." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure is unrelated to a model load failure for Phi-4 multimodal." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer image-handling regression is unrelated to t5gemma resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and likely different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family name, but saving 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"issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "General dependency complaint is too vague and not the same as the Python-version breakage." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs-only pipeline wording issue vs actual model-loading failure." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and D-FINE aux-loss behavior are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config and AutoModelForCausalLM.from_config text_config unwrapping are different config-loading bugs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but loading failure and incorrect save_pretrained visual-encoder keys are separate regressions." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad report of many import errors are not the same concrete bug." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal assistant_mask bug and Qwen2.5-VL rope-index scaling bug are different generation/path problems." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup bug is unrelated to remote_code model-loading regressions." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss logic and Gemma 4 mm_token_type_ids defaults are different training bugs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility issue and PEFT minimum-version bump 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": 17, + "review_unit_index": 31, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + 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"issue:44623|issue:44749", + "issue:44671|issue:44779", + "issue:43723|issue:44162" + ], + "prepared_review_unit_hash": "915d9b5f00b92aae10516092fb77e44d57207a5bcc435e467e30162480196e3c", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36329, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated bug reports, and none of the soft pairs look like the same underlying issue strongly enough to merge. The only loose concentration is around tokenizer/model-loading regressions in v5, but the specific failures differ too much.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out; the set spans unrelated bugs, with only loose overlap around tokenizer/model-loading regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the broadest representative of the tokenizer-loading regressions in this set, but it should not be treated as a true duplicate umbrella for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/attribute loading problems, but one is about default multimodal sub-configs and the other is a missing pad_token_id attribute; different bugs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "A video pipeline processor lookup bug and a Gemma4 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documentation." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading regressions in v5, but they affect different models and likely different loading code." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API breakage with images is not the same as Deepseek tokenizer incorrect results." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashes are separate tokenizer-loading failures." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "A pipeline processor lookup issue and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class metadata saved incorrectly and ignoring repository tokenizer.json are related only at a high level, not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed/Adafactor OOM and deepspeed calling optimizer.step twice are different optimizer integration bugs." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizers in v5, but one is about loading repo tokenizer.json and the other about Deepseek tokenization behavior." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo hygiene issues, but they involve different stale symbol sources and failure modes." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Incorrect batched video processor shapes and a dependency problem do not match." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and an OCR index error in Kosmos2.5 are different model-specific bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model loading with gpu+cpu offload are different lifecycle stages and failures." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of lm_head.weight and resize_token_embeddings not propagating in Gemma4 are related to weights, but not the same concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps in MLA layernorm and torch.split return handling in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver non-default resolution failure are different vision-model issues." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention support for a model and compiled flex_attention on newer torch versions are separate attention-stack bugs." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "A placeholder issue and a chat-template crash on tool-call assistant messages are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are different save/load problems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM regression and Deepseek tokenizer regression are different model-specific failures." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 being broken are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:42757", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44987", + "issue:45250", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43784|issue:45542", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:43901|issue:43994", + "issue:42175|issue:43976", + "issue:44987|issue:45542", + "issue:43122|issue:43650", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44188|issue:44336", + "issue:44297|issue:45397", + "issue:43525|issue:43643", + "issue:43295|issue:44617", + "issue:44589|issue:45362", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:41628|issue:43976", + "issue:45561|issue:45563", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:43352|issue:45250", + "issue:41950|issue:44220", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:36246|issue:44351" + ], + "prepared_review_unit_hash": "bb55f7a1f1c3e3cd6a2751999d3156ae3c8bbda6b7bd860dd7965ef74dc65ed2", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35507, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes like imports, multimodal processing, model loading, or regressions, but they do not look like the same concrete bug/change. I would not deduplicate any of them based on the available titles and metadata.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the strongest representative if one must be chosen: it is a concrete import regression, has the highest visible discussion/inbound activity among the set, and is clearly scoped compared with the more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/runtime errors, but one is a missing nn symbol in sentence-transformers integration and the other is a missing tf backend symbol; different components and failure modes." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat/template-style multimodal handling, but one is an audio sampling-rate default and the other is assistant-mask generation for multimodal inputs; different code paths." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache behavior in generation and CLIP vision hidden_states output are unrelated bugs." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "A notebook syntax error is not the same issue as a Gemma4 device_map forward-device mismatch." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer task AttributeError and D-FINE auxiliary-loss handling are unrelated model-specific bugs." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "One is a docs/behavior mismatch for return_all_scores; the other is incorrect model outputs for SigLIP2." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow optional-dependency/backend installation and Python-version compatibility are separate issues." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is unrelated to the TensorFlow/tensorboard backend problem." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer output changes from 4.57.3 to 5.0 and an unrelated placeholder/data issue are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "A Qwen2.5-VL import regression and a Python 3.9/3.10 compatibility problem are different failures." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but for different model families with different missing attributes/errors." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata saved incorrectly and Gemma4 zero3 from_pretrained loading are unrelated issues." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and missing fields from trust_remote_code are not the same code-path problem." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression and CUDA out-of-memory are different classes of bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage import failure and Qwen3.5 chat crashes do not point to the same underlying defect." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3/MoE regressions, but one is LoRA compatibility across branches and the other is base Qwen3VL-MoE model loading; too different to merge." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs inconsistency for return_all_scores and intermittent import slowness are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python-version incompatibility are separate issues." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generation warning are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output from loading_report and a wrong docstring for position_ids are not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both involve losses, but they affect different models and different loss mechanisms." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not supporting Flash Attention 2.0 and a generic Flash Attention 2.0 issue are too broad to treat as one concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup and audio fbank extraction are different subsystems." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after buffer registration and Gemma4 zero3 loading are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Intermittent import slowness and an unrecognized-model config error are different problems." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both are Qwen-family reports, but one is a sliding_window bug in Qwen3-MoE and the other is a chat crash in Qwen3.5-35B; not the same failure." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors affecting different symbols and libraries." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different classes (Qwen2.5-VL image processor vs HybridCache) and 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": 17, + "review_unit_index": 33, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43526|issue:45003", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:36246|issue:43596", + "issue:44162|issue:45200", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:43901|issue:45003", + "issue:42886|issue:45229", + "issue:44987|issue:45459", + "issue:45375|issue:45759", + "issue:44496|issue:45003", + "issue:43232|issue:44336", + "issue:43257|issue:45137", + "issue:43065|issue:43408", + "issue:43262|issue:44246", + "issue:44995|issue:45200", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44368|issue:45563" + ], + "prepared_review_unit_hash": "30b32888d201e1ec2ff75800c4918e4904fbe8792ae4dac9056a4dc91252acb9", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36905, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft pairs are false positives: they share broad themes like configs, embeddings, Deepspeed, or tokenizers, but describe different code paths and fixes. The only plausible duplicate is the generic `resize_token_embeddings` failure and its t5gemma-specific manifestation.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45292 is the broader, more general report of `resize_token_embeddings` not updating output embeddings, while issue:45335 looks like a model-specific instance of the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative because it describes the generic bug in the shared resizing path, not just one affected model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Different subsystems and failures: BEiT label reduction vs unsafe `sys.modules` access." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated problems: ANSI coloring in loading reports vs GLM-5 RoPE implementation." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Different bugs: module lookup crash vs pytest-xdist file race." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both affect v5 compatibility, but one is cache handling during chunked prefill and the other is `is_torch_fx_available` removal for `trust_remote_code` models." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Performance/import timing issue versus Gemma-3 EOS token config inconsistency." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different code paths: router load-balancing loss logic vs an AMP/CUDA crash in image loss." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Import error for a missing Qwen2.5-VL class is unrelated to the Deepspeed/BertModel indexing crash." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma4 `mm_token_type_ids` are separate model-specific issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression is not the same bug as `resize_token_embeddings` failing to update embeddings." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position-ids buffer access error is unrelated to the reported slowdown in data filtering after upgrading Transformers." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config handling, but one is strict loading failure for granite_speech while the other is a missing field silently dropped in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug is unrelated to Whisper failing on empty transcription after special-token alignment." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "One is a concrete embedding resize bug; the other is a broad tokenization regression report." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Pipeline docs mismatch has no relation to unsafe `sys.modules` access." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 CUDA OOM are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and protobuf decode-error masking are different tokenizer/load paths." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field under strict config and `from_config` not unwrapping `text_config` are different composite-model config bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config issue is unrelated to the `sys.modules` access problem." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after `sync_gpus` is unrelated to ANSI output in loading reports." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention Deepspeed, but MOE weight conversion and ZeRO3 deque underflow are different failure modes." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel decoder dummy conv and sam3_video/sam3_tracker type warning are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to import latency." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache crash is unrelated to Gemma4 missing default `mm_token_type_ids`." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to the `patchtsmixer` post_init policy issue." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal model failures: missing `fpn_position_embeddings` vs video input processing error." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization inconsistency for tied weights is a different issue from `resize_token_embeddings` not updating decoder embeddings." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache and flash-attention `s_aux=None` crash are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to ESM2 being broken." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Warnings about tied embeddings in Qwen3.5 fine-tuning are not the same as a flash-attention generation failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A stale warning in paged generation is unrelated to the Qwen3.5 tied-embeddings warning." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43873", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45600", + "issue:45656", + "issue:45753" + ], + "soft_pairs": [ + "issue:45397|issue:45656", + "issue:45137|issue:45600", + "issue:43673|issue:44734", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:42994|issue:43482", + "issue:28282|issue:30990", + "issue:44749|issue:45310", + "issue:43475|issue:43643", + "issue:44749|issue:45656", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:43475|issue:44661", + "issue:42673|issue:43704", + "issue:45310|issue:45375", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44945|issue:45753" + ], + "prepared_review_unit_hash": "ca4361975af60932dd98d84ccd4d0f07a6b813842f9668921cdd3b9c616ecbc1", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37329, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated Transformers regressions/import/import-like breakages, but there are at least two duplicate families visible from titles alone: the Qwen3.5-Moe from_pretrained/config-field reports and the Qwen3ForCausalLM VRAM-leak reports (42673/43704). The rest are largely distinct model- or subsystem-specific bugs.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45278 is the broadest umbrella representative for this cluster because it captures the generic post-upgrade breakage theme, even though the cluster contains multiple separate subfamilies.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative of the overall cluster since it is the most general and least model-specific item.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different failures: gemma-4 ZeRO3 from_pretrained vs deepspeed optimizer stepping twice." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated bugs: ZeRO3 deque pop vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache, but the concrete code paths and symptoms differ." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different model-specific issues: Qwen3-VL weight shape mismatch vs a Qwen3.5 fine-tuning warning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Both are import/lookup related, but one is a missing image_utils import and the other is tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer bugs: Whisper word-timestamp crash vs Kimi-K2.5 codec/fix_mistral_regex regression." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation internals, but the sync_gpus/update_model_kwargs path differs from chunked_prefill cache handling." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Separate save_pretrained problems: tokenizer metadata mismatch vs processor file omission." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Generation cache behavior is unrelated to the broad import-error regression described by 45278." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Different breakages: custom model initialization vs ESM2-specific regression." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "No shared bug: MLukeTokenizer task AttributeError vs a slowdown regression after upgrade." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to the deepspeed double-step optimizer bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both involve quantized models, but saving failure and GGUF loading failure are different code paths and symptoms." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError due to missing PyTorch is not the same as Sentence Transformers hanging during load." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "A slowdown regression and a Qwen3.5-Moe from_pretrained error are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields, but one is a SAM output attribute and the other is AutoConfig returning incomplete remote-code config data." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model-specific vision bugs: SAM 3 Video missing output field vs qwen2.5-vl wrong vision_position_ids." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols and different modules." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs a specific gemma-4 ZeRO3 loading regression." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe Transformers v5 issue is unrelated to processor save_pretrained file loss." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different AttributeErrors in different subsystems: Mistral tokenizer regex patch vs auto_docstring kwargs processing." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving vs Llama4Config missing pad_token_id are different defects." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5-Moe regression family: one report identifies the missing deepstack_visual_indexes field, the other reports the resulting from_pretrained failure." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Video output attribute issue is unrelated to add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same Qwen3ForCausalLM VRAM-leak symptom; these are the same underlying bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same underlying Qwen3.5-Moe from_pretrained/config regression: 45310 reports the failure, 45375 points to the missing config field." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both involve generation/runtime behavior, but sync_gpus update logic and compile-time attention-kernel divergence are distinct bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading issues are unrelated to pipeline-parallelism output errors." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but AutoImageProcessor and HybridCache are different symbols with different causes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 save_pretrained bug are different problems." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output correctness issue is unrelated to the Qwen3_5 infinite-loop report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but it overstates one point: saying the only clear duplicate family is the Qwen3.5-Moe from_pretrained/config-field regression is not supported by the packet, since issue:42673 and issue:43704 have the exact same title about the Qwen3ForCausalLM VRAM leak and also look like a duplicate family. That makes the summary insufficiently precise. The rest of the soft-edge rejections are generally conservative, but this factual overclaim is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45561", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:43232|issue:44792", + "issue:42175|issue:45712", + "issue:36010|issue:41628", + "issue:43377|issue:44242", + "issue:43673|issue:44188", + "issue:44038|issue:45310", + "issue:43526|issue:45561", + "issue:44496|issue:45561", + "issue:44964|issue:45137", + "issue:43504|issue:45561", + "issue:42898|issue:44568", + "issue:42175|issue:44933", + "issue:43479|issue:44869", + "issue:30990|issue:35141", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:44188|issue:44373", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:44060|issue:45125", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:43874|issue:45092" + ], + "prepared_review_unit_hash": "487a4e8ec20d7c8ca124bf34c557458b6806a427a3a6a40d76ee35bfc0738cd8", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues with a few superficial v5/tokenizer/model-loading similarities. I did not find any soft pair that looks like the same underlying bug.", + "confidence": 0.31, + "canonical_issue_reason": "issue:42898 is the broadest user-facing regression here and best captures the tokenization/v5 behavior-change theme, though the cluster as a whole is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the most representative issue to anchor the cluster because it is a clearly scoped, high-signal v5 tokenizer regression; the rest are largely separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failure modes; vitpose breakage is not the same as Gemma 4 multimodal token defaults." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Same broad Qwen/MoE area, but one is FP8 save_pretrained and the other is from_pretrained construction; different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure vs import error for a model class; unrelated bugs." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs/sync_gpus issue is unrelated to the Janus image-generation test failure." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend-extra availability is unrelated to leftover dummy classes leaking into dir()." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different missing-export problems." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask correctness is unrelated to MoE load-balancing loss being omitted." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Chunked prefill cache issue and torch.compile attention-kernel branching are different defects." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both touch Qwen3-VL/Qwen3.5-MoE compatibility, but they are different model/version regressions and different symptoms." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to the xdist captured-info race." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading failure is unrelated to the test infrastructure race." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque pop are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field BEiT loading bug is unrelated to the xdist file race." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different behaviors and different model/tokenizer code paths." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend install extras are unrelated to a missing import from image_utils." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default config initialization bug is unrelated to Whisper timestamp decoding crash." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang and post-init embedding reinitialization are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility issue is unrelated to the missing image_utils import." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config-default handling and ModelOutput key assignment are separate bugs." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is a cleanup-space behavior change and the other is wrong Granite token IDs; not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen2.5-VL import error are unrelated import-path failures." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under compile is unrelated to a docstring typo." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to the ZeRO3 deque error." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save files and Qwen3.5-MoE from_pretrained error are different save/load paths with different causes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash is unrelated to the auto_docstring annotations AttributeError." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow failure reporting and DeepSpeed OOM are unrelated training issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure in v5 and BOS/EOS not added for mdeberta-v3 are different tokenizer bugs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are unrelated architecture/setup issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the Kimi-K2.5 codec/warning issue is distinct from clean_up_tokenization_spaces behavior." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Deepseek tokenizer output regression is a different tokenizer bug from the clean_up_tokenization_spaces change." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "GLM46V missing image-patch helper and InternVL2 meta-init incompatibility are different multimodal model issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834" + ], + "soft_pairs": [ + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44933|issue:45712", + "issue:44295|issue:45656", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44206|issue:45103", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:41628|issue:42757", + "issue:30333|issue:34689", + "issue:43232|issue:45834", + "issue:43723|issue:44977", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44222|issue:44484", + "issue:44297|issue:45310", + "issue:44263|issue:45092", + "issue:44263|issue:44360", + "issue:44483|issue:45406", + "issue:44514|issue:45103", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:44261|issue:45092", + "issue:43723|issue:44991", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:39401|issue:44568", + "issue:43479|issue:44913", + "issue:42831|issue:45310" + ], + "prepared_review_unit_hash": "35ce6dfd724ee4a765ee0b0fa24405d8738c0997988d751bcbaa1167017ef818", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38264, + "estimated_input_tokens": 9566, + "estimated_eval_tokens": 19388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and does not contain a safe duplicate group; the soft pairs mostly share broad themes like imports, tokenizer loading, save_pretrained, or v5 regressions, but not the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "No safe canonical issue: the items span unrelated model-, tokenizer-, config-, save_pretrained-, generation-, and training-path bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the closest representative because it is a concrete v5 tokenizer-loading regression, but it still does not cover the rest of the mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: one is a PEFT version pin/release issue, the other is leftover dummy-class cleanup and torch-less exports." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both mention v5 output changes, but one is tokenization cleanup behavior and the other is a model-specific generation discrepancy." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both are import/export problems, but they concern different symbols and different root causes." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different code paths: position_ids buffer access vs deepspeed causing a double optimizer step." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is MoE FP8 saving and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata bug is unrelated to optimizer stepping with deepspeed." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Both are initialization/config-related, but one is Phi4Multimodal defaults and the other is non-persistent buffer initialization." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Different areas entirely: feature-extractor regression vs auto-docstring crash with future annotations." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but processor file saving and MoE FP8 saving are not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Both touch training, but MLflow reporting on failure and compute_loss signature mismatch are different failures." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but for different missing modules and different causes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages; no shared underlying defect." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure reporting is unrelated to a model-loading regression for Llama 3.2 vision." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Both involve generation-related code, but the reported failures are different and model-specific." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Different symptoms and subsystems: PyTorch import missing vs MLflow tracking after failed training." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding resize/reinit are unrelated defects." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "save_pretrained FP8 MoE bug is unrelated to the max_shard_size default question." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config save mismatch is not the same as Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model internals, but the DSA indexer split issue is unrelated to InternVL2 meta-init compatibility." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA area, but the torch.split return-values bug and missing ReLU are different code changes." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different serving failures: chat/completions request handling vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VL batched chat-template crash is unrelated to the auto_docstring annotations crash." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE is an implementation bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/read error is unrelated to processor.save_pretrained missing output files." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer load regression and eos_token_id inconsistency are separate problems." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA precision/config discussion is unrelated to InternVL2 meta-initialization compatibility." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but for different models and likely different root causes." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Old remote-code meta-init incompatibility is distinct from saving incorrect visual encoder keys." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-transformers loading stall and SigLIP2 zero probabilities are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer loading failure for one model is unrelated to FastSpeech2ConformerTokenizer loading failure for another model." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import-name errors, but they target different exported symbols with different fixes." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping correctness is unrelated to mdeberta add_special_tokens behavior." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4Multimodal default subconfigs and GPTNeoX rotary_pct reload behavior are separate configuration bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained loading failure." + } + ] + }, + "evaluator_result": null, + 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"accept": false, + "reason": "Missing transformers.onnx import and extra space after added token are unrelated tokenizer/package issues." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to a torch.split return-value bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization differences across versions and multimodal assistant mask generation are different bugs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding affect different APIs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence-Transformers loading hangs and a MacOS bus error on CLIP are not the same failure mode." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both mention 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"reason": "A PEFT version pin problem and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but they hit different APIs and failure modes: init_empty_weights loading vs PretrainedConfig type checking." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape handling and missing torchvision crash paths are distinct." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug and a pytest-xdist race on captured_info.txt are not the same underlying defect." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer internals, but one is a mapping-name None case and the other is a Mistral regex patch crash." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Separate import errors for different symbols; no evidence they stem from one missing export." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset-mapping correctness and runtime post-processor update behavior are different tokenizer bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different failures: missing projections in qwen3next versus Qwen3.5 from_pretrained load error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and save_pretrained checkpoint regression are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "A multi-thread VRAM leak and an Apple Silicon TypeError in allocator warmup are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Chat/completions request validation 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}, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both concern chat/completions, but one is endpoint acceptance and the other is streaming inference on a specific model." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings warnings and FineGrainedFP8 accuracy loss are different precision-related problems." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a decoder-type mismatch and the other is changed tokenization output across versions." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A bfloat16 warning during compilation and BLIP2 dtype loading behavior are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a testing_utils bug are unrelated." + } + ] + }, + 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same general symptom, not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal warning and flash_attention s_aux=None crash are different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication and TOKENIZER_MAPPING_NAMES returning None are separate tokenizer regressions." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both touch Qwen models, but the concrete failures differ: Qwen3-VL-Moe vs qwen3next layer projections." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "cached_file kwargs propagation and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline-loading network requests and UMT5Encoder missing embed_tokens.weight are different loading bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Explicit API removal and quantization/offloading behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44220", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45479", + "issue:45753" + ], + "soft_pairs": [ + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43352|issue:44380", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:43618|issue:44380", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:43756|issue:44485", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43299|issue:45753", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:36010|issue:42757", + "issue:43066|issue:45381", + "issue:36683|issue:44077", + "issue:44220|issue:44655", + "issue:43976|issue:44938" + ], + "prepared_review_unit_hash": "02c9595ed667a7578a0ba8734cda07bda5e0087c7fed18d7467bac48c11387f6", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38783, + "estimated_input_tokens": 9696, + "estimated_eval_tokens": 19648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly separate Transformers regressions across v5 API removals, loading/saving, chat templates, vision models, and quantization. The soft links are largely keyword-level similarity rather than the same underlying bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43097 is the broadest and most central v5 breakage report in the set, with inbound references and a clear API/regression angle; it is the closest thing to an umbrella issue, though the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the strongest representative of the overall cluster theme, but the surrounding issues are too diverse for it to be a clean duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Removed encoder-decoder tie API vs stale docs for return_all_scores; unrelated symptoms and code paths." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task messaging vs pipeline save_pretrained failure; different behavior and modules." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weight in UMT5 encoder vs default max_shard_size choice; not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention unsupported error in Nemotron vs GPT2 attention scaling ignored; different model/backend issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba compile+SDPA failure; no shared concrete code-path." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch warning on bfloat16 compile vs model failure under torch.compile; warning-only vs functional bug." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Compile-time float32 warning vs tie_word_embeddings warning; same general warning theme, different cause." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading regression vs gradient checkpointing eval-mode restriction; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models vs Qwen3.5 infinite loop on an image; entirely different bugs." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure vs pipeline.save_pretrained failure; different save flows and failure modes." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention vs single-label classification zero loss; no overlap in code path." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support check vs Python version compatibility load failure; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer state mismatch vs GPT2 attention scaling backend bug; different subsystems." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction bug; not the same defect." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Apple Silicon allocator TypeError; unrelated runtime failures." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection vs batched apply_chat_template crash; related to chat APIs but different concrete failure." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning during torch.compile vs flex_attention failure on torch>=2.9; different backend issues." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment regression vs GPT2 attention scaling backend bug; different models and symptoms." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing hub utility import vs missing model-class import; both import errors, but unrelated symbols and fixes." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Attentions field no longer assigned in CLIPOutput vs hidden_states missing in CLIPVisionModel.forward; related model family, but distinct outputs and regressions." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing configuration_utils symbol vs API requests despite local_files_only; one import regression and one network-behavior bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading/bug report vs fp8 support request; feature support and bug report are not the same issue." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping bug vs GLM-5 RoPE implementation discussion; same broad topic, different models and concrete defects." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Request rejection at /v1/chat/completions vs assistant tool-call chat_template crash; different input shapes and failure points." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3.5-VL-Moe loading breakage vs state_dict-sorted load error; both loading related but not the same underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request handling vs Qwen2.5-VL video vision_position_ids bug; unrelated paths." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3.5-VL-Moe loading failure vs Qwen3_5 infinite loop on a specific image; different model behavior and failure mode." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "TextClassificationPipeline docs mismatch vs pipeline.save_pretrained inability; docs issue vs serialization bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config vocab_size attribute missing vs SAM3 vision encoder output missing fpn_position_embeddings; different model classes and attributes." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure vs pipeline object save_pretrained failure; different serialization targets." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted state_dict load error vs Qwen3.5 checkpoint corruption after save_pretrained; both checkpoint/load related but not the same defect." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support error vs GenerationConfig invalid for GLM-5; different validation and model-init paths." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "patchtsmixer post_init policy issue vs GPT2 attention scaling backend bug; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules ('GenerationMixin' vs 'is_offline_mode'); superficial import-error similarity only." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type regression vs Qwen2.5-VL video position-id bug; different subsystems." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs patchtsmixer post_init optionality; no common bug." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction issue vs pipeline.save_pretrained failure; unrelated functionality." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python 3.9+ incompatibility in 5.1.0 vs Python 3.14 load failure; different version constraints and causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45850" + ], + "soft_pairs": [ + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43352|issue:45593", + "issue:43618|issue:45216", + "issue:44188|issue:44380", + "issue:43064|issue:44492", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44977", + "issue:43618|issue:44857", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062" + ], + "prepared_review_unit_hash": "ef55e5bf3bc89460b8392af2c4f15b2c31d9f523fee63981fac14780880f577a", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36292, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of unrelated Transformers regressions, but it does contain more than one duplicate-style pocket: the import-time slowdown pair and a separate Qwen3.5 from_pretrained pair (45310/45478).", + "confidence": 0.36, + "canonical_issue_reason": "issue:45278 is still the broadest umbrella report, but it should be treated as one representative of a larger mixed cluster rather than the only strong duplicate theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single cluster anchor because it captures the broad import/load regression theme that spans the clearest soft duplicate pocket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different bugs: a DSA indexer split behavior issue vs a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-attribute errors, but for different models and different missing fields." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated functionality: Flash Attention support for Nemotron vs auxiliary-loss handling in D-FINE." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different problems: CLIPOutput attentions assignment vs Qwen3.5 save_pretrained checkpoint serialization." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention backends, but the concrete failure modes and affected code paths are different." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Unrelated: distributed optimizer-state bug vs a cache-strategy typo." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different areas: missing config attribute vs MoE load-balancing loss logic." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different model/backend issues: Flash Attention support vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "The second is a broad import/regression report; it is not the same concrete cache-update bug." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained/loading problems, but they affect different models and failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both are model I/O issues, but one is a state_dict loading error and the other is a missing config field during save/load." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to the same underlying import-time performance regression: slow `import transformers`, with 41669 identifying the likely cause and 44246 reporting the symptom." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Different import/compile failures with different triggers: compiled Python files vs a torch.jit parsing issue on Python 3.13." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "No overlap beyond being bugs in Transformers; one is a config attribute issue and the other is distributed training state corruption." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test instability reports, but one is seeding-related flakiness and the other is a pytest-xdist file race." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different regression classes: Python 3.14 import failure vs PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both involve loading/saving Qwen3.5-related artifacts, but the concrete bug paths differ." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "The second is a broad complaint about 5.0 breaking many models; it is not the same concrete cache-update bug." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Same general family of model-loading errors, but different models and different missing components." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Different issues: cache update decoration vs Python-version compatibility failure." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different bugs: CLIP attentions output vs patchtsmixer post_init policy." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Both mention version-related failures, but one is a Python 3.14 import issue and the other is a Qwen2.5-VL video input positioning bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated DSA-indexer bug vs DeepSeekV3 MoE divergence." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM during model loading." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different symptoms and subsystems: missing PyTorch dependency vs tokenizer-loading regression." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Different model-loading bug vs a save_pretrained shard-size question." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different attention-related problems affecting different models and code paths." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "No meaningful overlap: CLIP attentions assignment vs an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different areas: flaky test seeding vs a multimodal model loading regression." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test issues, but they stem from different causes and are not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures: one is test seeding/flakiness, the other is stale auto_mappings references." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Completely different problems: local_files_only still triggering network calls vs AddedToken constructor argument duplication." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the summary overstates the cluster shape: the packet contains at least one additional obvious duplicate-style pair (issue:45310 and issue:45478 share the same Qwen3.5 from_pretrained error title), so it is not grounded to say there is only one strong duplicate pair. Because of that overclaim, I would not accept this cluster evaluation." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44075", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:43723|issue:44556", + "issue:42548|issue:44351", + "issue:43010|issue:44075", + "issue:44387|issue:44556", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:44355|issue:44749", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:45125|issue:45375", + "issue:30333|issue:33453", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44222|issue:44230", + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:41628|issue:42548", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:43673|issue:44492", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526" + ], + "prepared_review_unit_hash": "0f9dba16886b7a4032c0b8d801684957eaa898eb4efa9662807a4c95f927bd3f", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38441, + "estimated_input_tokens": 9611, + "estimated_eval_tokens": 19478 + }, + "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 soft edges are all false duplicates on title similarity alone; the only common thread is broad v5 regression chatter, not the same bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44556 is the closest representative of the shared theme: a concrete v5 upgrade/regression loading failure. It is still not a true duplicate hub, but it is broader and more central than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 best captures the main cluster theme of existing workflows breaking after upgrading to v5, even though the surrounding issues are not duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload after upgrade; different failure points and likely different fixes." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different code paths." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache update no_grad behavior and SGD optimizer args are unrelated bugs." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 CUDA memory/OOM behavior is unrelated to model reload failure after upgrading." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both mention testing, but one is missing set_seed in a specific integration test and the other is a generic testing_utils issue." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and tensor-parallel _tp_plan support are different concrete problems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No shared bug: one concerns cache/layer update semantics, the other a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slower filtering after upgrade are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are different issues." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 MoE loading complaints, but one is tensor-parallel plan support and the other is a broader from_pretrained regression; too little evidence they are the same bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "SentenceTransformer loading hang and forward-doc confusion are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/cache bugs with different symptoms and code paths." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing deepstack_visual_indexes in config is unrelated to missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training and tokenizer-loading regression are separate issues." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "One is offline/local file behavior, the other is FP8 save_pretrained for MoE models." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different causes." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A network/files-only bug and a nonsensical issue title are not duplicates." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy and a missing image-processor method are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Training-job MLFlow reporting and tensor-parallel training are different bugs." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-Python loading errors and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other inference support; not the same concrete bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled file errors and inability to save Pipeline objects are distinct issues." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they concern different models and different breakages." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub import and broken transformers env command are different failures." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage and missing Qwen2_5_VLForConditionalGeneration import are different import/CLI problems." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus PreTrainedModel." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "A documentation clarification and an import error are not the same bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap: placeholder title versus Gemma-4 positional encoding issue." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation import and broken env command are separate issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are different compatibility problems." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue are not the same." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification docs mention are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Missing import and compiled-file runtime errors are different failure modes." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction 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": 17, + "review_unit_index": 44, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44038|issue:45125", + "issue:43576|issue:44556", + "issue:44393|issue:45071", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:41669|issue:43673", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:45278|issue:45850", + "issue:44704|issue:44908", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:44295|issue:45230", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310" + ], + "prepared_review_unit_hash": "34db44a2d8f976b971a8d915f55b5c271bb56d25a8413c28783a647122522380", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39361, + "estimated_input_tokens": 9841, + "estimated_eval_tokens": 19938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of Transformers v5 regression reports, model-specific bugs, and unrelated API/documentation issues. The soft links mostly reflect broad lexical similarity around \u201cv5 breakage\u201d rather than the same underlying defect.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45850 is the broadest umbrella complaint in the set and best matches the cluster\u2019s overall theme of widespread v5 regressions, though the cluster is too mixed to treat as one concrete duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative issue for the whole cluster because it captures the general v5 breakage theme and is broad enough to subsume several related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Different bugs: Qwen3.5 chat crash vs a generic \u2018many models break\u2019 report." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA epsilon precision issue and DSA indexer ReLU issue are unrelated code paths." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific processor save_pretrained missing-files bug vs a generic placeholder bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and TF backend/tensorboard error are distinct problems." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading bug vs unsafe sys.modules access in modeling_utils; not the same defect." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3_5/VL symptoms: 2D box hallucination vs infinite loop on one image." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family but different concrete issues: from_pretrained failure vs missing tp plan." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken transformers env command and checkpoint reload regression are separate features." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output bug vs PretrainedConfig type-checking breakage; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id attribute bug is model-specific and not the generic v5 breakage report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade-related, but one is checkpoint reload and the other is remote-code meta init incompatibility." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance issue and chunked_prefill cache regression are different code paths." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is a narrow docs/wording issue, not the same as broad model breakage." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is distinct from the generic v5 complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated issues." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both mention broad v5 breakage, but one is import errors and the other is a generic \u2018many models\u2019 complaint; not one concrete bug." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different subsystems." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 tracker/type warning and Liger kernel application are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import latency and lazy loading correctness are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bounding-box output are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error and Qwen3-VL hallucination are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs regression are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained is not the same as a generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored and PretrainedConfig type-checking breakage are different defects." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star slowdown and HybridCache import failure are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is specific and unrelated to the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star performance issue and testing_utils typo/bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache strategy typo and pipeline parallelism output bug are different issues." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "GLM46V image-processor method missing is model-specific, not the generic v5 breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/VL bugs: bounding-box hallucination vs from_pretrained error." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger-kernel application issue and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and tied-weight-key crash are distinct code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about input_ids/past_key_values is unrelated to tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star slowdown and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failure are different features." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight-key AttributeError are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU complaint and Gemma4AudioRelPositionalEncoding bug are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading bug and inverse_sqrt scheduler kwargs bug are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error 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": 17, + "review_unit_index": 45, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "c4f2abe84f2d7be12527413783f8821d7d12d9720800ac90bf9cc94eb99d60df", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761577, + "estimated_input_tokens": 190395, + "estimated_eval_tokens": 381046 + }, + "budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 32, + "serialized_chars": 29798, + "estimated_input_tokens": 7450, + "estimated_eval_tokens": 15156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly loose and heterogeneous. A few items orbit Transformer v5 loading/regression issues, but most soft pairs are different bugs or unrelated topics, so I would not merge any of them as duplicates.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45092 is the strongest representative of the broad v5 compatibility/loading-breakage theme in this cluster (meta initialization incompatibility with older checkpoints). It is more representative than the very specific or unrelated issues, though the cluster is not a tight duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45092 is the best issue to anchor the cluster because it clearly captures a concrete and widely relevant Transformers v5 loading regression, which is the closest common thread among the more similar-looking issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different failures in different model components: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated bugs: processor timestamp math vs scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import star cleanup/perf concern is not the same as a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to a model loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Doc wording issue is not the same as an ImportError in flash attention utilities." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model initialization, but they are different concrete problems: Liger kernel application vs old remote-code meta-init incompatibility." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model-specific implementation bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak under multi-threaded dataloading is unrelated to RoPE math." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings migration is not the same bug as a memory leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access bug is unrelated to timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Different processor bugs: timestamp computation vs save_pretrained missing files." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different model paths and symptoms." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in one model is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is a distinct issue from audio positional encoding math." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Precision/config epsilon discussion is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 related, but one is broad behavior drift and the other is a specific decoder-type bug; not enough to treat as the same underlying change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the non-technical unemployment issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different crashes in different code paths: tied weight key handling vs chat template tool-call handling." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies is unrelated to the unrelated/invalid unemployment issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "One is invalid/off-topic, the other is a broad complaint about many v5 model breakages." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unemployment issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "No relation between the invalid unemployment issue and a testing_utils bug." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is a separate config regression from tied weight key handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is different from the tied-weight AttributeError." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading is not the same as an ImportError for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request is unrelated to missing processor save files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on training failure is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness is not the same as a tensor-parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "A docs clarification issue is unrelated to checkpoint loading performance." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support/inference request is different from a from_pretrained error on Qwen3.5 Moe." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "b8efcd7f07f942162804152f02dbaadc1797db2efec15b2f0c6f3ca1f3ff62b1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature requests in different areas: Flash Attention 2 support for more architectures vs GGUF support for more architectures. They share the \u201ccommunity contribution\u201d framing but not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests target different features and code paths (Flash Attention 2 vs GGUF), so they are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good duplicate canonical; they are distinct enhancement requests rather than the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests affecting different subsystems; same broad theme of architecture support is too weak to treat as 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": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "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": "53dfd80092d04b74820013db058a329d9e34729804d8c77e188731d35023584a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues are near-identical placeholder/template duplicates of an i18n docs-translation request; the Turkish issue is concrete and should not be merged with the placeholder set.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43834 is the oldest of the near-identical placeholder issues and best represents that duplicate subset; issue:27088 is a separate, concrete Turkish-specific request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 has the most obviously duplicate title/body pattern among the placeholder issues and is the best dedupe target for that group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "27088 is explicitly Turkish; 44370 is only a generic placeholder template, so they do not clearly describe the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "27088 is a concrete Turkish translation request, while 44365 is a generic placeholder issue with no concrete language target." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "The Turkish-specific issue and the generic placeholder issue are too different to merge as the same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title pattern and nearly identical body size/content indicate the same underlying template issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "These are effectively indistinguishable placeholder translation-request issues with the same title pattern and very similar bodies." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic i18n docs-translation template, with near-identical text and no distinguishing target details." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43834/44365/44370 share the same placeholder title and extremely close body sizes, while 27088 is clearly the Turkish-specific request. The soft-edge rejections for 27088 are conservative, and the accepted placeholder-to-placeholder matches are supported by the strong textual similarity available here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "e416590c57cf708eed69e954156aadd4b864ef1e92ceabfa0e82c7f22467187c", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20706, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20706, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all model-request issues, but they span different concrete models and capabilities (vision, OCR, audio/TTS/ASR, BERT variants, sparse transformers). They are only loosely similar by theme, so none of the soft links should be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43837 is the best representative anchor because it is a concrete request with the highest apparent linkage density in this cluster, but the set is too heterogeneous for true deduplication.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43837 is the most central and representative item among these model-support requests, even though it is still specific to Qwen3-ASR rather than the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models/architectures (EuroBert config vs DEIMv2), not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS are unrelated model requests in different modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different model families and domains (EuroBert vs RF-DETR)." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Both are model-addition requests, but for distinct detection models and not one concrete duplicate." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio target different model types and code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Object detection model request vs sparse transformer request; not the same underlying change." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model families with different functionality." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3-TTS are unrelated domains (vision detection vs speech synthesis)." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model families and capabilities." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT request vs OpenAI sparse transformer request; different concrete additions." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "BERT-style NLP model vs audio model; not the same change." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different models and different subsystems." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model requests, not a duplicate." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support is different from Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse transformer request are different model families." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate concrete model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different model types and tasks." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different concrete model requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different models and modalities." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "A specific model request (ModernVBERT) is not the same as a broad RoPE-family request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Broad BERT-like RoPE discussion vs Voxtral TTS; different change scopes." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related but distinct capabilities; not one mergeable duplicate." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Different audio models and different tasks (TTS vs Voxtral TTS implementation request)." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Speech synthesis request vs DeepSeek-OCR2; unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse transformer request are different model families." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests, not the same code path." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related but request different models/capabilities." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Speech recognition request vs EUPE perception-encoder request; different concrete changes." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and OpenAI sparse transformer support are unrelated additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "ASR and TTS are different capabilities; these are not the same underlying fix." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS are different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer and EUPE are distinct model proposals." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech tasks, not one duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-6", + "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": "4b24148a5f3108808b4f3d4a0c5df606864abbe4ee76a6641e140aead1e10c5f", + "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": "These are not duplicates of one another; the cluster is a loose set of unrelated bug reports and typo/config issues across different models and tokenizer behavior.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated problems (norm implementation, ignore_value handling, kwargs propagation, type hints, typo, tokenizer warning).", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue: none of these issues is a plausible representative for the others because they do not describe the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different problem types and model areas: Llama4 norm implementation vs ModernBERT config type hint." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to passing kwargs into a loss function." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different domains: Mask2Former loss handling vs tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unrelated issues: Mask2Former model behavior vs a typo in a quantization attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "No shared underlying bug; one concerns model loss inputs, the other a config annotation." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and a config type hint bug are distinct and not mergeable into one fix." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Different symptoms and code paths: config typing vs tokenizer regex warning." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint correction and a typo in a quantization attribute are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "988e716cded2fb633e137b3a6d502c7bc5d59d1b707fc9eac52286da92680d33", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different requests: one is a decoding behavior change, the other is support for a specific model version. They do not look like duplicates or the same underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: 'Set Block Decoding' and 'DeepSeek v3.2 support' describe different feature requests in different parts of the product.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong duplicate anchor for the other; they should be tracked separately.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding configuration vs model support for DeepSeek v3.2. The titles and implied scopes do not match closely enough to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "9cec6a5d7d1e0673526a9951ec25bb8afe89891503b957d5a78f7e669451c447", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at a very high level (custom trainers/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 clustered as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "#43598 is the broader Trainer extensibility issue and is more likely to subsume a general fix around custom trainer behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better representative issue because it targets a core Trainer customization path and is more general than the FLOPs-estimation-specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs and code paths: one concerns column removal/customizability, the other FLOPs accounting for custom trainers. Shared theme is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "16e12f63f3552b614a51d2daa312744ca5e5811716516272939c532ed72d04f6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are model-support requests in the Qwen family, but they target different concrete additions: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. They are related, but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader API registration request and is the more general representative of the cluster, but it does not subsume the separate Qwen3.5 sequence-classification request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the best single issue to anchor this set because it asks for a core model-registration capability, making it the most broadly representative support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families/tasks and different code changes: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration is not the same as Qwen3.5 AutoModelForSequenceClassification support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "4136e76a0afa3794ba7ad7da107aa4d272aec044dd9b8ce81dba3ead925a7835", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the exact \"huggingface\" title and look like duplicate reports; \"Fett\" appears unrelated and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface\" reports and matches the same title pattern as the other likely duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best representative because it is earliest among the likely duplicate set and has no evidence suggesting it is distinct from 43846/43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no shared issue target or body evidence; likely unrelated." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no concrete evidence they describe the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no concrete evidence they describe the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Exact same title and very similar metadata; likely duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title as the other \"huggingface\" issues, so this likely refers to the same report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title and no distinguishing evidence; likely the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: 43835 is distinct by title, and 43845/43846/43859 share the exact title with only soft-similarity evidence, so treating them as likely duplicates is conservative enough. The canonical-choice rationale is also supported by the earliest timestamp among that cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "f80930aa0d0db318047521004b221fa35ff7e8db8c05cf25e6e0c96e127b9dd6", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "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 low-signal, likely spam or placeholder issues with no substantive content. None look like the same underlying bug or request, so I reject all soft duplicate links.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a good canonical duplicate target; issue 44418 is the only one with a non-spam title, but it is still too vague to represent a real cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders with no body detail; no evidence of the same bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam placeholders with no body detail; not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a vague documentation request; these are not the same report." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated title about \"Google LLC\"; no shared concrete problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation suggestion is unrelated to a spam placeholder; no duplicate signal." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A vague documentation suggestion is unrelated to a spam placeholder; not duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no concrete bug/change description tying them to the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated \"Google LLC\" title; no evidence they refer to the same problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated \"Google LLC\" title; no shared underlying bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "2ec4ff2a77b7b7af38e78015e7835051d58ba19caf98c0e28699e854add2fa9f", + "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 two closed issues look like a probable duplicate pair: they have the same title and highly similar bodies, but the only explicit pair signal is soft_similarity and there is no deterministic confirmation, so the match should be treated as likely rather than certain.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #45145 is a reasonable canonical anchor because it has the same title/body as #45151 and slightly more inbound reference activity, but the duplicate call is only probabilistic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best issue to keep as the canonical representative since it appears first and has the small edge in linkage/activity, though the evidence does not make the duplication fully deterministic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Probable duplicate: same title and highly similar long-form body, with no distinguishing targets or code artifacts. The evidence supports merging them as the same report, but only with moderate confidence rather than certainty." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports a likely duplicate pair, but the analyst overstates the certainty. The two issues share the same title and have highly similar bodies, yet the only pair evidence is soft_similarity and the conservative deterministic flag is false. Phrases like \"same underlying issue\" and \"effectively duplicates\" are stronger than the packet warrants. Please downgrade the verdict or qualify it as a probable duplicate rather than a definite one." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "ba5080f4747b33c35dd36dc04246b03a1c309547ec9689f54e7fb9034fbbeb7e", + "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 two different 4-bit inference bugs: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig skip-module handling regression that removes the default lm_head exclusion and triggers an AssertionError. They are related only at a broad quantization level, not the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #45674 is the better canonical issue because it is more general, has clearer configuration-level root cause, and appears to have more discussion/inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the best representative of the cluster since it describes a broader, actionable 4-bit inference regression and is likely to attract the right fix/triage attention.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both concern quantized inference, but the failure modes differ: a uint8/torch.finfo TypeError in Gemma4 audio modules versus an llm_int8_skip_modules bug clearing lm_head exclusion and causing an AssertionError. They do not look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "d2d5685e3893caf5423ef26f9a68190d09d6fff57f508fa462ee050bad4038ff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues only share a loose textual similarity in the titles; the names and dates differ and there is no body, linkage, or shared context indicating the same underlying bug or task.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the issues appear to be distinct personal-name/date entries with no evidence of a shared bug, request, or duplicate context." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "360b47d594381223b95296ffdefc5c1f4ed2d06180c3365f83f093fbee818a39", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are both just bare personal-name-and-date titles with no body or technical content, and there is no clear evidence they describe the same bug or request. I would not cluster them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial similarity in format (a name plus date); no shared problem statement, code path, or concrete duplicate signal." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "ea22fba3dd65336de89ca1d09e67ae78eddfb3ff6b9fa93fe81d425570671fbe", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set splits into two highly likely duplicate issue pairs, 45870/45871 and 45872/45873, while 45869 appears separate and should remain distinct.", + "confidence": 0.89, + "canonical_issue_reason": "45870 is the best canonical representative for the highly likely duplicate pair with 45871 because it was created earlier, and the two issues have identical titles and matching body lengths.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall issue representative because it anchors the earliest highly similar pair in the cluster, while 45869 looks separate and 45872/45873 form a different duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different request types: a dataset bundle/sample listing versus an example for financial time series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different request types: a dataset bundle/sample listing versus an example for financial time series prediction." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Highly likely duplicate: identical title and matching body length, with close timestamps." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Same broad finance/DataForge theme, but the requested change is different: prediction example versus scraping-service request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad finance/DataForge theme, but the requested change is different: prediction example versus scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same broad finance/DataForge theme, but the requested change is different: prediction example versus scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same broad finance/DataForge theme, but the requested change is different: prediction example versus scraping-service request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Highly likely duplicate: identical title and matching body length, with close timestamps." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall grouping is plausible, but several statements overstate the packet evidence. The data supports strong similarity for 45870/45871 and 45872/45873, but not definitive \"exact duplicate\" claims or that 45870 is the \"cleaner\" canonical copy. Also, describing 45869 as a \"dataset-promo request\" goes a bit beyond the metadata shown. Please soften the duplicate language to \"highly likely\" and keep the canonical rationale grounded in the earlier timestamp/title/body-length match only." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45795", + "pull_request:45884" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "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:45884", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43823|pull_request:45795", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "ef225cc2f66010105bfe5c23594d2a0cbbca964325de9ebe07b8be30d5ec32ed", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 20, + "serialized_chars": 37461, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 20, + "serialized_chars": 37461, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs grouped by broad lexical similarity; only the two `fixed_cross_entropy` PRs are the same underlying change and should be consolidated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical representative: it explicitly links issue 43240 and makes the underlying `fixed_cross_entropy` API fix in one place, while 43254 is essentially the same change with a looser title.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest cluster representative because it directly addresses the tracked bug, has the clearest intent, and overlaps almost exactly with the competing PR in the same code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated model-addition vs export test; only broad 'adding features' similarity, not the same bug/change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer utility fix and executorch export test are different code paths with no concrete overlap." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Missing tokenizer methods vs adding a new model; not the same underlying change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both are processor/model infrastructure work, but they target different models and different problems." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility change and Mistral4 test/model updates are distinct fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export tests and Mistral4 changes do not share a concrete bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Different models and different functionality; similarity is only generic PR scope." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model implementation vs class annotation-order fix; unrelated code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45884", + "accept": false, + "reason": "New model implementation vs masking primitive cleanup; no shared underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition and Falcon refactor are not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor and Mistral4 test fixes are different model-specific efforts." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes and layrnorm/layernorm renaming are different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 test/model work is unrelated to docs for audio/video processors." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 changes and config-resolution order fix are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 work and model-creation skill are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and the model-creation skill draft are not duplicates." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model addition vs docs for audio/video processors is unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch `src/transformers/loss/loss_utils.py` to add supported kwargs to `fixed_cross_entropy` for issue 43240; they fix the same concrete function and could be merged into one." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet. The only accepted pair, PR 43251 and PR 43254, clearly touch the same file (`src/transformers/loss/loss_utils.py`) and the same issue target (43240), so they look mergeable into one bugfix PR. The remaining pairwise rejects stay within what the titles/diff previews support and do not overstate overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "e68719cb8967f73201a54babc3e2378c30ce5a3bfe489fd5d468df1618f1df07", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about VibeVoice, but they target different scopes: the first implements the base VibeVoice integration, while the second is a draft adding VibeVoice Realtime and the acoustic tokenizer. They overlap on shared framework plumbing, not the same concrete change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the core, non-draft base VibeVoice implementation and is the more central representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the strongest standalone candidate because it is the primary full model integration with substantial review activity, whereas PR 42781 is a draft extension for realtime/tokenizer support.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files and auto-registry updates do not mean the PRs fix the same bug/change; one adds the base model, the other extends it for realtime and acoustic tokenizer support. They would not plausibly merge as one PR without mixing distinct features." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "947620b71b419823cb7cbec5968a1139ea7c48654fa27566c2a9832ecf57ca56", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They do not appear to fix the same code path or be mergeable into a single PR.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR is appropriate because the PRs target different models and different features in separate code paths.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better duplicate representative; both are distinct feature additions with no meaningful overlap beyond being documentation/model updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different subsystems and different user-facing changes: TimesFM covariate forecasting versus DINOv3 image classification. Not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "cb9d51b3e12681ecf661df4ef2bb13365813179f03ca376cb858c273be143c81", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are separate model-addition feature PRs (DeepSeek OCR, Isaac, Kimi2-6). They share transformer integration boilerplate, but they do not fix the same underlying code path or represent the same change, so there are no duplicate/merge candidates here.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR introduces a different model family with distinct configs, tokenizers/processors, and tests; the overlap is just framework registration/documentation scaffolding.", + "best_issue_reason": null, + "best_pr_reason": "If a single representative is needed, 45630 is the broadest/most mature of the three feature PRs, but it is not a duplicate of the others and should not be merged as such.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared auto-registration/docs files are generic template changes, not the same bug or code-path fix." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6). They touch similar integration surfaces, but they implement unrelated models and cannot 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": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "e8be9af2b24fecec61d93daaadc4cf9a8c380ea7e8cb3fee8c2575047d79e742", + "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-bump PRs, but they address different change sets: #42975 is a broad GitHub Actions runtime compatibility upgrade, while #42976 is a narrower refresh of Docker build actions. They overlap in files but not in the underlying change or failure mode.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the broader, more cohesive upgrade effort, touching many workflows to address Node 24 compatibility across actions versions.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the better cluster representative because it has a clearer single objective and wider scope than the narrower Docker-action version bump in #42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are workflow maintenance PRs, but #42975 upgrades several GitHub Actions for Node 24 compatibility, while #42976 only bumps docker/build-push-action to v6. They share files but not the same concrete bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "7ae7a7ece2da5a6991a5665eacfed0e27ffba26576e245e93c5cb1ae23e94e08", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23514, + "estimated_input_tokens": 5879, + "estimated_eval_tokens": 12014 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23514, + "estimated_input_tokens": 5879, + "estimated_eval_tokens": 12014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated feature PRs: several add different models, and one adds native pipeline-parallel loading. They share a few auto/doc files, but not the same underlying bug or code-path change, so there are no true duplicates here.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster contains distinct model-addition PRs plus an unrelated distributed-loading feature.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR; none subsumes the others or addresses the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are different model additions with separate model code; shared docs/auto wiring is just boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA vs Molmo2 are distinct model families and codepaths, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model integrations; overlap is only in generic registration/docs files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related in name but are separate model-support PRs with different implementations and targets." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are different model families; no shared concrete code-path problem." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model additions, not a single mergeable change." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 audio support and PP-OCRv6 text recognition support are unrelated model additions across different modalities." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Native pipeline-parallel loading is a distributed-runtime feature, not the same change as PP-OCRv6 model support." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6 are different model families; shared auto/doc files do not indicate duplicate functionality." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "00913baf0be3bf2befddbbfc2c5c9e8e59d82cba85558038c98cfc085ad2c181", + "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 are three unrelated PRs: a Whisper tokenizer/test fix, a synthetic CLIP/ViT test-only change, and an FP8 dequant/loading fix. The only substantive bugfix is the Whisper PR; the others do not appear to address the same underlying issue or be mergeable into one change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43291 is the clearest real code fix: it changes Whisper decode/timestamp handling in the tokenizer and pairs it with targeted tests. The other PRs are either test-only or a different quantization/loading area.", + "best_issue_reason": null, + "best_pr_reason": "PR 43291 is the best representative of the cluster because it contains the most concrete, self-contained bugfix with directly related code and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decoding vs. CLIP/ViT test files are unrelated code paths; this looks like an incidental test patch, not the same bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode behavior and FP8 dequant/model-loading logic are different subsystems and different fixes; no shared concrete code-path problem." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "One is synthetic test edits for CLIP/ViT, the other is a dequant/loading fix for Mistral/FP8; they do not plausibly merge into one PR or share 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": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "061af280bc08819e4697e4dc24ea7453e6df68250603493966544c5c83300e5d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a setup/version/dependency tweak, while the other rewires multiple CI/workflow and testing-related files. They overlap only in a shared Vit test file and both being repo-test style PRs, which is not enough to treat them as the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the better representative PR because it is the broader, more substantive change set, touching multiple workflows and testing utilities rather than a narrow setup/version edit.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the strongest standalone PR in the cluster: it spans several files and a concrete CI/testing flow change, whereas #43488 is mostly a small dependency/version adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the diffs target different code paths and maintenance areas. #43488 changes setup dependencies/versioning and a Vit test, while #43532 updates GitHub Actions workflows plus testing utilities. Shared test-file presence alone does not indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "5ff90a4a54ba4544bac56b4183f4467008db65c7ecf950e164f54db65c2c6c32", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related pipeline-addition PRs, but they implement different features: promptable concept segmentation vs promptable visual segmentation. The superficial overlap is mostly in docs and shared pipeline plumbing, not the same bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for this cluster: 43612 and 43613 add different pipelines for different tasks/models.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must be chosen as the representative, 43613 is slightly broader and more integrated, but it is still a separate feature from 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features and code paths: concept segmentation vs visual segmentation. Shared docs/pipeline scaffolding is not enough to treat them as duplicates or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "dd31559c7ac1a964d2ee4a8176a24ad211ff729e4301f33609a25050380ee765", + "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": "These are two separate trainer.py feature PRs: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They share a file but not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both modify trainer.py, but they address different code paths and concerns: loss scaling in training_step vs. column filtering/signature inspection. They are not the same fix 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": 12, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "f6eb8ac409f771c6ac0ff75d001f7fb0a3766c3e26c5ca0bde76c9effc863856", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs cluster around TypeAdapter/annotation runtime issues in `src/transformers/cli/serve.py`. Two are closely related fixes for the same optional-import/annotation problem; the third appears to be a separate annotation cleanup on a different issue thread.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43842` is the most focused and explicit fix for the TypeAdapter NameError, with a minimal change that avoids importing `TypeAdapter` at runtime when pydantic is absent and string-annotates the validator parameter.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43842` is the best representative PR because it directly targets the reported failure mode, keeps the scope small, and is the clearest concrete fix in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch the same file and mention TypeAdapter, but they appear to address different underlying problems: `43656` is a broader annotations/future-annotations cleanup tied to a different issue, while `43842` specifically fixes pydantic-optional runtime evaluation. Not the same concrete bug fix." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs target the same TypeAdapter NameError path in `serve.py` and the same issue thread, and both change how `TypeAdapter` is referenced to avoid runtime annotation evaluation. They look like alternate fixes for the same bug and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three PRs all touch `src/transformers/cli/serve.py`, and the issue targets show that `43656` is tied to a different thread than `43836`/`43842`. The best-PR choice is also supported by the diff preview, since `43842` is the smallest explicit fix for the `TypeAdapter` runtime-name problem. The soft-edge decision between `43836` and `43842` is conservative enough: both appear to address the same bug class in the same file and could plausibly be merged into one PR, while `43656` is reasonably treated as a separate annotation cleanup." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + 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"summary": "This cluster is mostly an umbrella output-tracing migration, with a few true duplicate subgroups inside GPT-J/CodeGen and GPT-Neo. Most other pairings are only thematically similar per-model refactors and should stay separate.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #43979 is the common umbrella tracking issue for this standardized output-tracing migration; several PRs in the cluster explicitly target it.", + "canonical_pr_reason": "PR #44722 is the strongest PR anchor because it is the broadest concrete GPT-J/CodeGen output-tracing refactor and overlaps the GPT-J-specific variants most directly.", + "best_issue_reason": "#43979 is the best global issue anchor because it cleanly captures the shared refactor theme across the cluster.", + "best_pr_reason": "#44722 is the best global PR anchor because it represents the broadest concrete change in the strongest duplicate subgroup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; the shared umbrella issue is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families; same refactor pattern, but not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same file; 44066 is just the broader GPT-J/CodeGen sibling." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and separate per-model refactors." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families; only the high-level output-tracing theme matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are separate model-specific refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same file/code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model refactors." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen touch different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different concrete code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated per-model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR do not fix the same concrete problem." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different model families/code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are separate refactors, even though they share the umbrella theme." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are separate model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated per-model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different code paths and model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different concrete refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are separate model changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are separate per-model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different models." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate model refactors." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44161", + "accept": false, + "reason": "EfficientNet and LongT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44098", + "accept": false, + "reason": "VisualBert and ViLT are different model families." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are separate model refactors." + }, + { + "left": "pull_request:44154", + "right": "pull_request:44044", + "accept": false, + "reason": "ViTS and DeBERTa are unrelated model implementations." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level interpretation is mostly grounded, but the canonical issue reason overstates the evidence: #43979 is not explicitly targeted by most PRs in the packet, only by a minority of them. Please soften that language to something like \u201cseveral PRs explicitly target it\u201d or \u201cit serves as a common umbrella issue.\u201d The accepted soft-edge pairs are plausible, but the writeup should stay more conservative about how much direct issue overlap exists." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "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": "f36ab84f6073bdee94ea4d4ef57c780baa25a4a25f32bd06a65240baf0de026e", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These pull requests are all separate, model-specific migrations to the new standardized output-capture/tracing utilities. They share a refactor theme, but they are not the same underlying code-path change, so the soft duplicate edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR cluster here; if a representative is needed, PR 44073 is a good canonical example because it cleanly applies the standardized output-capture pattern in one model with explicit _can_record_outputs and can_return_tuple usage.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best single representative of the cluster\u2019s theme: it applies the standardized output-tracing refactor directly and explicitly wires the capture targets, making it a clear exemplar of the change pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same broad refactor theme, but FocalNet and ImageGPT are different model implementations and code paths; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but VisualBert and TextNet are unrelated model code paths; too model-specific to treat as the same change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert are distinct model internals; shared standardized-output machinery is not enough to call them the same underlying fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model migrations with similar utility usage, not the same concrete bug or one PR that could plausibly absorb the other." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model paths; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different architectures, and 44129 is additionally tied to its own explicit tracking issue, so this is not a duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "2ad3e5db4e78e2f14a9157e0dfcce8920a0b29976a8a6fe5224959eb58131c5d", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all model-specific output-tracing refactor PRs that share a naming pattern and some helper usage, but they affect different code paths and should not be deduplicated as one change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifacts are present. If one PR must represent the cluster, 44003 is the most central because it spans both mamba and falcon_mamba and shows the core tracing-helper integration.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the strongest representative of the theme, but only as a cluster exemplar: it is broader than most others, yet still a model-family-specific refactor rather than the same change as the rest.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and files (timm_backbone vs upernet); same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families (timm_backbone vs vision_text_dual_encoder); not the same code-path fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different targets (timm_backbone vs univnet); shared helper usage is not enough to merge." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both are tracing refactors, but they touch unrelated model implementations and changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures (timm_backbone vs rwkv); no shared concrete bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model paths; only the refactor pattern matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (mobilenet_v1 vs upernet); not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; both alter tracing, but not one mergeable fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 vs VisionEncoderDecoder are separate code paths; same utility addition only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and SpeechEncoderDecoder are unrelated; no duplicated bug or change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-Text Dual Encoder vs UnivNet are different model stacks; refactor theme is too broad." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different targets (vision_text_dual_encoder vs upernet); not the same concrete code path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Shared output-tracing terminology, but different model implementations and edits." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families (vision_text_dual_encoder vs depth_anything); not one duplicate fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated components; same helper refactor only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths in different model families; not plausibly one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs Depth Anything are separate changes, despite similar output-tracing cleanup." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated models; no shared underlying bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model implementations and files; only the generic tracing refactor overlaps." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba-family tracing refactor vs SuperPoint output change; different code paths and behavior." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/RWKV-style tracing work is unrelated to CodeGen's decoder changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated implementations; same refactor motif only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen touch different domains and code paths; not a duplicate." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are different model families; no shared concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder vs CodeGen are unrelated; same helper pattern is insufficient." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything vs VisionEncoderDecoder are distinct model code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and SpeechEncoderDecoder are unrelated; not the same bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything vs SuperPoint are different model implementations; no duplicate fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are separate model families; only the refactor pattern matches." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything vs DPR are unrelated code paths; not mergeable as one fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are different subsystems; no shared underlying issue." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder vs SpeechEncoderDecoder are analogous but distinct implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families (vision encoder-decoder vs superpoint); not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR touch unrelated paths; shared pattern only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models; not a duplicate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder vs RWKV are separate code paths with different behavior." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are unrelated; same refactor motif only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV differ in architecture and implementation; no same bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint vs DPR are distinct models; not one mergeable PR." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model families; the similarity is only in output-tracing cleanup." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "946e530f0b646b136cde5204ca87d76279471899a6f2689fd37f998cf4367129", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS) that share Transformers boilerplate and auto-registry updates, but they do not fix or implement the same underlying model or code path.", + "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:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model implementations for different modalities/domains (vision-language vs TTS). Shared docs/auto-registration boilerplate is not enough to treat them as the same change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "They add unrelated models (PenguinVL vs DeepSeek-OCR-2) with distinct configs, modeling, processing, and tests; only the generic new-model scaffolding overlaps." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "OCR model support and TTS model support are separate features with different code paths and artifacts; no evidence they could be merged into one 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": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "46fec4e767fbe8413a8952dd3163fcb07f116505cd91dbb7d7308ca2dc3bcd25", + "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 features on different code paths: one adds a new low-level Module Fusion API, the other wires up n-to-1 kernel fusion through KernelConfig and model/integration changes. They do not look like duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the better cluster representative because it implements the more concrete end-to-end fusion path (`KernelConfig` plus modeling/integration plumbing) rather than only introducing a lower-level API layer.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the strongest overall artifact in this set: it has a clearer user-facing feature, touches the actual runtime integration points, and includes an example demonstrating the intended fused workflow.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Not the same underlying change: #44979 adds a new standalone Module Fusion API in `src/transformers/module_fusion.py`, while #45363 implements n-to-1 kernel fusion via `KernelConfig` across different integration/modeling files. They are adjacent concepts, but not the same code-path fix or mergeable into one PR as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "c87e5c55606dc12c4818673b6c908aa7531bb5417b1b69414825778a76e0c9bd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Mistral regex pre-tokenizer AttributeError by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path. The second PR is a fuller version of the same change, adding tests, so they look like duplicates rather than distinct fixes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage and a clearer, more complete patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR for this cluster because it most completely addresses the bug and is the most merge-ready version of the shared fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same function and file; 45317 is essentially a superset with tests, so these are duplicate PRs for 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": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "870c5b3a753297973d2bc76e3f38cbb3c4073f623eba6608a3e73d0269f8daf3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about Nemotron H model work, but they target different changes: PR 45115 is a focused refactor/conversion-mapping update for NemotronH inheritance, while PR 45569 is a broader split/addition of NemotronH dense/sparse variants with docs, auto-mappings, and tests. They are related but not the same mergeable fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more complete implementation of the NemotronH family restructuring, covering new dense/sparse model packages plus docs and test updates; it looks like the main umbrella change in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative because it includes the user-facing API and documentation changes along with the new model variants, making it the most central and comprehensive artifact here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap on NemotronH internals, but 45115 is a narrow refactor/conversion-mapping change and 45569 is a larger feature split into dense/sparse variants; they do not look like the same concrete bug or a single PR merge target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "0624654766ab27c9f2e4bf26c5b6e8639f732772ed1eab900e4769cc452098fc", + "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 heterogeneous-model feature area, but they appear to be staged, complementary changes rather than duplicates: one adds per-layer config support, the other adds per-layer modeling/cache support on top of that.", + "confidence": 0.76, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it covers heterogeneous modeling plus config-related integration and touches more of the runtime path, so it best represents the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest representative because it spans the larger end-to-end feature and is the more likely parent change for the surrounding heterogeneous support work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete change: #45333 adds heterogeneous per-layer config support, while #45332 extends modeling/cache behavior using that support. They are adjacent pieces that could be merged sequentially, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "be330ad818b6d1b112338a4a6e7f89cfb0561602122c5a3c70e969cd626d8b36", + "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 pull requests are about typing cleanup in Transformers, but they are not the same change: PR 45415 is a broad type-checking sweep across many files, while PR 45425 adds specific typing aliases/protocols for modeling-related code paths. They overlap in touched files, but the concrete fixes are different, so this is not a duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more concrete, narrowly-scoped typing change; PR 45415 is a broader repository-wide type-checking sweep and not the same underlying modification.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster because it targets a specific typing deficiency with a focused code change, whereas PR 45415 is a large unrelated type-checking pass.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing-related files are not enough: 45415 is a broad type-checking enablement PR, while 45425 adds specific Protocol/TypeAlias support for modeling_utils and related integrations. They do not look like one mergeable fix for the same 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": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-4", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45836", + "pull_request:45843" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45487|pull_request:45836", + "pull_request:45817|pull_request:45843", + "pull_request:45836|pull_request:45843" + ], + "prepared_review_unit_hash": "fc9ccae092a3f0a75e783e0b86b0bd57c05fd013a3e9bdd4fbbc214bd317a0a9", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10390, + "estimated_input_tokens": 2598, + "estimated_eval_tokens": 5452 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10390, + "estimated_input_tokens": 2598, + "estimated_eval_tokens": 5452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are loosely related by model-parallel compatibility, but they fix different model families and one is only test skips; they should not be clustered as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45817 is the best representative of the cluster because it contains a concrete code-path fix for model-parallel behavior plus tests, while the others are either different model-specific fixes or just test skips.", + "best_issue_reason": null, + "best_pr_reason": "PR 45817 is the strongest standalone fix in this set: it makes the model-parallel path device-safe in Gemma4 and adds coverage. The other PRs do not describe the same underlying bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Both are model-parallel fixes, but they target different architectures (AltCLIP/ChineseCLIP vs Deimv2) and different code paths, so they are not the same underlying change." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45836", + "accept": false, + "reason": "45487 fixes actual model-parallel code in model files; 45836 only skips failing tests for MiniCPM-V/Qwen3.5 cache incompatibilities. Different problems." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "Gemma4 model-parallel handling and Deimv2 model-parallel handling are separate bug fixes in different implementations, not one mergeable PR." + }, + { + "left": "pull_request:45836", + "right": "pull_request:45843", + "accept": false, + "reason": "45836 is a test-skip PR for quantized cache failures, while 45843 changes Deimv2 model-parallel code. They do not fix the same 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": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "b9795b21175364ec095637349af731c88eeecf88b6f218233a83ef6906ff1ccd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to expert-parallel distributed loading, but they target different concrete failures: one fixes EP + DeepSpeed ZeRO-3 config/loading behavior, the other fixes EP + FSDP2 expert parameters being overwritten during load. Not a duplicate pair.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical representative because it addresses the more explicit concrete loading bug (expert parameters being overwritten on rank-0 broadcast) with a broader implementation across loading paths.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone fix in this cluster: it has a clear symptom, touches the relevant loading code paths, and targets a specific distributed-model initialization failure. PR #45548 is narrower and concerns a different loading/configuration issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are about EP/distributed model loading, but they fix different bugs and different code paths: ZeRO-3/accelerate config handling versus FSDP2 expert params being overwritten. Too broad to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "85c02197e1a54820d2b597e2797ecf27180da6d09d66dfa71bf115c88f0ea6d9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same captured_info/xdist logging problem; 45645 is the broader superset with the workflow and notification updates needed to consume the new per-worker log files.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete version of the xdist-safe captured_info fix, including the downstream CI log aggregation changes needed for the new file layout.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best standalone candidate because it covers the root code-path fix and the supporting CI/notification plumbing, making it the most complete fix for the underlying artifact collision issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: 45645 is a superset of 45639\u2019s exact captured_info xdist-safety fix and appears to target the same underlying bug, with additional downstream handling that could plausibly live in the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260511T060028Z/analysis-runs/hybrid-model-20260511t060028z/manifest.json b/snapshots/20260511T060028Z/analysis-runs/hybrid-model-20260511t060028z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1cfee30551f4a4500a3f21e07c959276234f7562 --- /dev/null +++ b/snapshots/20260511T060028Z/analysis-runs/hybrid-model-20260511t060028z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260511t060028z", + "artifacts": { + "hybrid": "snapshots/20260511T060028Z/analysis-runs/hybrid-model-20260511t060028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260511T060028Z/analysis-runs/hybrid-model-20260511t060028z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-11T06:10:42Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260511T060028Z", + "variant": "hybrid" +} diff --git a/snapshots/20260511T060028Z/manifest.json b/snapshots/20260511T060028Z/manifest.json index 889fe4cdd37db8b04b88c2fed96cb72eba25613c..68b36153a029e44c92a4735b9f36bf22f35c223f 100644 --- a/snapshots/20260511T060028Z/manifest.json +++ b/snapshots/20260511T060028Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 777 }, "extracted_at": "2026-05-11T06:00:28Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260511t060028z", + "runs": { + "hybrid-model-20260511t060028z": { + "analysis_id": "hybrid-model-20260511t060028z", + "artifacts": { + "hybrid": "snapshots/20260511T060028Z/analysis-runs/hybrid-model-20260511t060028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260511T060028Z/analysis-runs/hybrid-model-20260511t060028z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260511T060028Z/analysis-runs/hybrid-model-20260511t060028z/manifest.json", + "model": null, + "published_at": "2026-05-11T06:10:42Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260511T060028Z", "watermark": {